Note

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Comparing All Fusion Models๏ƒ

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

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

  • ๐Ÿšฒ Setting training parameters for your models

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

  • ๐Ÿงช Training and evaluating multiple fusion models.

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

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

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

  1. Importing Fusion Models:

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

  2. Setting the Training Parameters:

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

  3. Specify data to be used:

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

  4. Training All Fusion Models:

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

  5. Plotting Individual Model Results:

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

  6. Comparing Model Performance:

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

  7. Saving the Results:

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

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

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

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

# sphinx_gallery_thumbnail_number = -1

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

1. Import fusion models ๐Ÿ”๏ƒ

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

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

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

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

fusion_models = import_chosen_fusion_models(model_conditions)

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

2. Set the training parameters ๐ŸŽฏ๏ƒ

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

  • Paths to the input data files.

  • Paths to the output directories.

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

Some optional parameters are:

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

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

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

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

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

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

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

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

# Set the batch size
batch_size = 32

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

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

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

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

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

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

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

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

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

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

all_trained_models = {}

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

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

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

    # Save to all_trained_models
    all_trained_models[fusion_model_name] = single_model_list

    plt.close("all")

Running model Tabular1Unimodal

Training: |          | 0/? [00:00<?, ?it/s]
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Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 63.64it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.77it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.00it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.20it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.64it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.03it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.59it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.82it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.45it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.07it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.76it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.05it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.74it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.01it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.74it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.60it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.38it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.17it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.97it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.69it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.51it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.68it/s, v_num=ld_0, val_loss=1.950]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.28it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 87.27it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 85.15it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.59it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.48it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.32it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.56it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.58it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.99it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.65it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.17it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.68it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.27it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.23it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.85it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.20it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.89it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.25it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.98it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.01it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.76it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.14it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.93it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.60it/s, v_num=ld_0, val_loss=1.580, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.16it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 90.22it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 87.96it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.05it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.38it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.87it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.10it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.30it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.74it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.12it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.63it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.82it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.40it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.79it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.43it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.38it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.06it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.41it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.16it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.05it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.84it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.79it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.59it/s, v_num=ld_0, val_loss=1.580, train_loss=1.630]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.48it/s, v_num=ld_0, val_loss=1.510, train_loss=1.630]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.10it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 87.64it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 85.31it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.19it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.05it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.04it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.27it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.91it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.33it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.48it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.03it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.75it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.36it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.73it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.40it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.97it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.68it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.04it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.72it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.64it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.39it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.46it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.24it/s, v_num=ld_0, val_loss=1.510, train_loss=1.130]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.93it/s, v_num=ld_0, val_loss=1.250, train_loss=1.130]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.47it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 82.93it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 80.66it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.28it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.02it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.25it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.43it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.73it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.14it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.62it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.18it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.93it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.56it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.88it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.57it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.69it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.43it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.44it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.20it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.92it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.70it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.25it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.04it/s, v_num=ld_0, val_loss=1.250, train_loss=0.916]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.30it/s, v_num=ld_0, val_loss=1.320, train_loss=0.916]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.89it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 88.26it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 86.04it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.43it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.24it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.48it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.74it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.97it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.38it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.45it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.98it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.95it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.54it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.44it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.11it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.04it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.75it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.27it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.01it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.45it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.22it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.90it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.69it/s, v_num=ld_0, val_loss=1.320, train_loss=0.576]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.44it/s, v_num=ld_0, val_loss=1.250, train_loss=0.576]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.03it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 84.29it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 82.31it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.90it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.83it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.21it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.47it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.06it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.51it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.93it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.40it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.52it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.14it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.02it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.69it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.21it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.92it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.38it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.10it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.98it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.73it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.32it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.10it/s, v_num=ld_0, val_loss=1.250, train_loss=0.426]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.82it/s, v_num=ld_0, val_loss=1.540, train_loss=0.426]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.39it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 88.57it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 86.35it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.79it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.66it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.63it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.83it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.12it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.53it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.87it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.39it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.95it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.55it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.21it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.86it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.76it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.49it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.73it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.46it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.78it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.54it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.81it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.58it/s, v_num=ld_0, val_loss=1.540, train_loss=0.408]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.05it/s, v_num=ld_0, val_loss=1.340, train_loss=0.408]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.61it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 84.93it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 82.88it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.66it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.58it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.24it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.51it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.52it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.94it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.29it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.83it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.93it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.56it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.89it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.57it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.35it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.07it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.71it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.43it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.95it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.72it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.92it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.71it/s, v_num=ld_0, val_loss=1.340, train_loss=0.358]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.08it/s, v_num=ld_0, val_loss=1.220, train_loss=0.358]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.66it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 87.52it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 85.41it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.54it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.45it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.86it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.13it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.96it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.48it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.97it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.53it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.04it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.67it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.55it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.20it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.96it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.67it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.92it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.66it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.20it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.97it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.63it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.42it/s, v_num=ld_0, val_loss=1.220, train_loss=0.309]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.87it/s, v_num=ld_0, val_loss=1.460, train_loss=0.309]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.44it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 90.94it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 88.62it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.78it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.62it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.54it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.75it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.98it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.39it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.31it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.84it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.65it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.24it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.85it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.51it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.02it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.72it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.19it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.91it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.30it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.06it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.11it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.89it/s, v_num=ld_0, val_loss=1.460, train_loss=0.151]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.08it/s, v_num=ld_0, val_loss=1.740, train_loss=0.151]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.61it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 89.25it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 87.06it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.40it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.19it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.69it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.91it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.08it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.49it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.20it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.72it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.57it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.14it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.89it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.55it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.12it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.82it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.39it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.10it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.49it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.26it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.95it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.74it/s, v_num=ld_0, val_loss=1.740, train_loss=0.062]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.14it/s, v_num=ld_0, val_loss=1.920, train_loss=0.062]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.70it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 93.58it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 91.15it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.38it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.22it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.08it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.31it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.71it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.11it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.82it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.34it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.98it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.57it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.98it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.60it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.72it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.42it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.83it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.56it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.82it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.56it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.01it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.79it/s, v_num=ld_0, val_loss=1.920, train_loss=0.0359]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.93it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0359]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.49it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 92.41it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 90.07it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.15it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.82it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.11it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.29it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.31it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.71it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.28it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.80it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.42it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.02it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.63it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.29it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.68it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.38it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.58it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.29it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.12it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.88it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.38it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.16it/s, v_num=ld_0, val_loss=2.370, train_loss=0.0579]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.29it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0579]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.84it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 89.68it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 87.44it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.78it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.56it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.94it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.35it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.21it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.74it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.73it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.32it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.31it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.95it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.42it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.12it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.25it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.98it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.83it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.56it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.83it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.60it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.29it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.08it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0427]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.14it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0427]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.72it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 86.69it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 84.57it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.82it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.72it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.24it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.43it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.87it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.29it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.28it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.82it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.42it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.99it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.97it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.62it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.24it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.95it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.47it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.21it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.66it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.42it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.93it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.71it/s, v_num=ld_0, val_loss=1.990, train_loss=0.0392]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.92it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0392]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.47it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 89.03it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 86.84it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.78it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.55it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.01it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.26it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.04it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.47it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.22it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.76it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.09it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.67it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.28it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.95it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.53it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.24it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.42it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.16it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.72it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.48it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.02it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.81it/s, v_num=ld_0, val_loss=2.200, train_loss=0.0515]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.24it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0515]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.81it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 93.02it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 90.65it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.55it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.26it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.59it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.77it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.68it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.06it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.79it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.26it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.91it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.51it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.94it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.59it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.97it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.66it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.91it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.64it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.60it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.36it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.48it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.26it/s, v_num=ld_0, val_loss=2.030, train_loss=0.0621]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.39it/s, v_num=ld_0, val_loss=1.890, train_loss=0.0621]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.94it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 91.45it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 88.92it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.90it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.72it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.28it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.47it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.65it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.05it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.66it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.17it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.03it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.61it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.30it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.96it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.83it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.53it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.90it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.61it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.17it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.93it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.47it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.26it/s, v_num=ld_0, val_loss=1.890, train_loss=0.148]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.70it/s, v_num=ld_0, val_loss=2.190, train_loss=0.148]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.28it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 92.80it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 90.34it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.22it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.05it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.59it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.79it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.64it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.04it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.89it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.42it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.08it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.68it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.31it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.96it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.07it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.74it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.21it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.94it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.14it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.90it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.07it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.86it/s, v_num=ld_0, val_loss=2.190, train_loss=0.162]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.04it/s, v_num=ld_0, val_loss=1.700, train_loss=0.162]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.60it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 91.54it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 89.24it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.31it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.14it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.71it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.91it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.63it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.00it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.02it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.55it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.04it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.57it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.59it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.22it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.63it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.31it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.44it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.07it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.38it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.12it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.68it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.47it/s, v_num=ld_0, val_loss=1.700, train_loss=0.234]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.43it/s, v_num=ld_0, val_loss=1.610, train_loss=0.234]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.01it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 91.88it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 89.54it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.86it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.43it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.92it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.16it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.24it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.64it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.94it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.47it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.22it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.84it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.59it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.25it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.94it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.64it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.13it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.87it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.26it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.02it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.59it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.37it/s, v_num=ld_0, val_loss=1.610, train_loss=0.206]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.22it/s, v_num=ld_0, val_loss=1.410, train_loss=0.206]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.79it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 86.97it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 84.87it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.28it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.15it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.68it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.90it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.48it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.89it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.87it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.32it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.83it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.36it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.71it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.32it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.46it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.11it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.02it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.71it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.63it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.35it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.65it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.42it/s, v_num=ld_0, val_loss=1.410, train_loss=0.112]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.68it/s, v_num=ld_0, val_loss=1.610, train_loss=0.112]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.23it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 78.07it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 75.98it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.77it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.65it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.69it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.94it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.09it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.53it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.49it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.09it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.69it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.35it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.47it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.18it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.52it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.26it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.82it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.58it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.38it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.17it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.09it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.88it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0507]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.08it/s, v_num=ld_0, val_loss=2.050, train_loss=0.0507]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.68it/s, v_num=ld_0, val_loss=2.050, train_loss=0.0116]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.04it/s, v_num=ld_0, val_loss=2.050, train_loss=0.0116]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9212231040000916
      Accuracy_val           0.658682644367218
        val_loss             2.046558141708374
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 36.91it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 36.23it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 41.99it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 41.53it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 44.22it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 43.89it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 49.12it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 48.94it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.94it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.79it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.86it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.71it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.03it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.89it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.57it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.43it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.77it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.65it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.44it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.32it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.16it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.04it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.43it/s, v_num=ld_1, val_loss=2.030]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.17it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 88.77it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 86.60it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.76it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.63it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.32it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.55it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.90it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.28it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.08it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.61it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.19it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.80it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.29it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.94it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.33it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.01it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.27it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.01it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.93it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.69it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.08it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.85it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.33it/s, v_num=ld_1, val_loss=1.680, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.86it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 86.40it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 84.28it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.67it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.53it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.24it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.50it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.67it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.09it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.42it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.96it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.91it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.54it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.98it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.66it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.40it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.12it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.43it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.14it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.43it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.20it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.53it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.32it/s, v_num=ld_1, val_loss=1.680, train_loss=1.840]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.27it/s, v_num=ld_1, val_loss=1.490, train_loss=1.840]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.85it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 84.83it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 82.80it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.04it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.95it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.71it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.93it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.14it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.54it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.44it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.99it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.68it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.29it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.49it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.17it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.79it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.51it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.18it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.93it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.47it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.25it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.87it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.65it/s, v_num=ld_1, val_loss=1.490, train_loss=1.560]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.49it/s, v_num=ld_1, val_loss=1.270, train_loss=1.560]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.08it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 90.23it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 87.98it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.03it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.90it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.67it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.93it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.16it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.59it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.48it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.00it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.57it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.19it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.82it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.48it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.93it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.63it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.50it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.24it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.53it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.30it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.82it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.61it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.11it/s, v_num=ld_1, val_loss=1.440, train_loss=1.150]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.65it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 88.79it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 86.56it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.51it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.43it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.03it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.09it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.05it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.47it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.54it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.09it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.92it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.54it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.37it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.05it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.89it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.62it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.30it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.06it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.71it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.48it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.65it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.45it/s, v_num=ld_1, val_loss=1.440, train_loss=0.832]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.04it/s, v_num=ld_1, val_loss=1.480, train_loss=0.832]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.58it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 84.58it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 82.52it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.56it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.41it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.33it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.48it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.74it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.12it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.40it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.94it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.32it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.95it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.12it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.81it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.84it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.58it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.40it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.16it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.86it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.62it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.38it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.18it/s, v_num=ld_1, val_loss=1.480, train_loss=0.951]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.29it/s, v_num=ld_1, val_loss=1.390, train_loss=0.951]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.88it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 90.73it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 88.47it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.75it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.63it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.87it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.10it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.01it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.35it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.33it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.88it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.89it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.51it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.33it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.01it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.29it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.98it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.57it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.32it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.87it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.64it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.18it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.97it/s, v_num=ld_1, val_loss=1.390, train_loss=0.891]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.51it/s, v_num=ld_1, val_loss=1.300, train_loss=0.891]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.08it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 87.74it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 85.39it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.77it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.62it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.09it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.31it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.73it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.16it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.28it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.82it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.13it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.70it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.76it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.44it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.14it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.85it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.27it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.01it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.14it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.91it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.51it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.30it/s, v_num=ld_1, val_loss=1.300, train_loss=0.591]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.94it/s, v_num=ld_1, val_loss=1.530, train_loss=0.591]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.52it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 85.44it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 83.43it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.92it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.85it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.63it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.90it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.07it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.53it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.86it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.41it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.60it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.23it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.11it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.77it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.26it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.97it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.50it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.23it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.56it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.32it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.75it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.52it/s, v_num=ld_1, val_loss=1.530, train_loss=0.428]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.09it/s, v_num=ld_1, val_loss=1.410, train_loss=0.428]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.67it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 85.23it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 83.15it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.78it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.69it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.77it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.02it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.69it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.11it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.05it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.60it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.28it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.90it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.17it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.81it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.85it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.56it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.04it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.78it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.05it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.82it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.46it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.23it/s, v_num=ld_1, val_loss=1.410, train_loss=0.363]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.93it/s, v_num=ld_1, val_loss=1.230, train_loss=0.363]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.52it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 92.20it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 89.89it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.89it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.73it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.51it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.65it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.36it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.75it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.94it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.48it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.26it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.88it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.34it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.98it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.19it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.87it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.76it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.49it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.87it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.62it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.60it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.40it/s, v_num=ld_1, val_loss=1.230, train_loss=0.414]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.11it/s, v_num=ld_1, val_loss=1.260, train_loss=0.414]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.68it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 88.14it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 85.71it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.58it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.46it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.92it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.12it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.64it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.04it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.27it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.82it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.59it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.22it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.99it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.66it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.37it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.08it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.61it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.36it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.83it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.60it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.73it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.51it/s, v_num=ld_1, val_loss=1.260, train_loss=0.294]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.16it/s, v_num=ld_1, val_loss=1.720, train_loss=0.294]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.73it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 90.11it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 87.84it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.87it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.72it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.99it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.21it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.25it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.66it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.33it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.85it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.65it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.23it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.85it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.51it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.07it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.78it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.23it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.97it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.22it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.98it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.39it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.17it/s, v_num=ld_1, val_loss=1.720, train_loss=0.239]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.57it/s, v_num=ld_1, val_loss=1.370, train_loss=0.239]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.14it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 88.20it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 85.90it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.58it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.46it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.67it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.92it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.66it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.04it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.12it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.66it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.28it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.90it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.51it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.17it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.29it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.97it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.50it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.24it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.77it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.54it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.13it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.90it/s, v_num=ld_1, val_loss=1.370, train_loss=0.378]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.52it/s, v_num=ld_1, val_loss=1.390, train_loss=0.378]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.09it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 90.63it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 88.23it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.95it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.70it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.68it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.86it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.88it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.26it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.26it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.75it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.59it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.19it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.89it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.55it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.26it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.98it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.53it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.27it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.40it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.17it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.72it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.51it/s, v_num=ld_1, val_loss=1.390, train_loss=0.399]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.14it/s, v_num=ld_1, val_loss=1.380, train_loss=0.399]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.71it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 91.82it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 89.52it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.10it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.92it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.36it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.56it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.37it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.77it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.97it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.46it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.14it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.75it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.44it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.10it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.31it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.01it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.33it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.06it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.44it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.21it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.47it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.25it/s, v_num=ld_1, val_loss=1.380, train_loss=0.233]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.48it/s, v_num=ld_1, val_loss=1.480, train_loss=0.233]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.04it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 86.16it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 84.12it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.25it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.15it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.43it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.67it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.04it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.46it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.59it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.10it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.84it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.45it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.47it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.13it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.72it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.42it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.97it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.71it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.07it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.83it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.29it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.07it/s, v_num=ld_1, val_loss=1.480, train_loss=0.146]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.40it/s, v_num=ld_1, val_loss=1.640, train_loss=0.146]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.97it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 91.93it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 89.47it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.67it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.45it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.22it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.43it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.74it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.14it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.74it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.24it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.93it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.53it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.25it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.92it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.63it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.31it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.54it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.29it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.79it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.56it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.19it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.98it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0822]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.45it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0822]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.02it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 89.72it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 87.47it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.00it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.84it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.75it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.67it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.49it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.91it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.19it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.70it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.52it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.14it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.86it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.54it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.18it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.89it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.50it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.25it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.74it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.50it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.35it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.13it/s, v_num=ld_1, val_loss=2.240, train_loss=0.0703]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.76it/s, v_num=ld_1, val_loss=1.690, train_loss=0.0703]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.30it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 90.91it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 88.58it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.68it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.45it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.86it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.06it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.56it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.92it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.43it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.94it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.99it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.58it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.25it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.91it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.98it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.71it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.28it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.02it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.36it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.12it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.63it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.41it/s, v_num=ld_1, val_loss=1.690, train_loss=0.101]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.84it/s, v_num=ld_1, val_loss=1.710, train_loss=0.101]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.42it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 89.98it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 87.69it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.58it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.47it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.67it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.91it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.45it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.86it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.91it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.44it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.10it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.71it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.46it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.14it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.08it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.79it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.35it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.06it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.42it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.19it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.73it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.52it/s, v_num=ld_1, val_loss=1.710, train_loss=0.120]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.18it/s, v_num=ld_1, val_loss=1.720, train_loss=0.120]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.70it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 84.13it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 82.05it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.45it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.37it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.05it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.35it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.39it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.68it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.44it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.92it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.90it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.51it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.41it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.09it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.55it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.25it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.23it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.63it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.39it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.22it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.02it/s, v_num=ld_1, val_loss=1.720, train_loss=0.0852]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.09it/s, v_num=ld_1, val_loss=1.610, train_loss=0.0852]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.69it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 91.90it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 89.59it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.17it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.01it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.15it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.37it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.30it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.72it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.03it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.56it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.53it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.14it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.78it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.45it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.00it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.71it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.19it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.93it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.42it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.17it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.79it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.58it/s, v_num=ld_1, val_loss=1.610, train_loss=0.112]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.89it/s, v_num=ld_1, val_loss=1.470, train_loss=0.112]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.44it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 85.54it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.06it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.92it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.82it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.04it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.26it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.67it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.58it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.11it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.75it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.34it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.39it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.05it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.45it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.16it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.67it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.40it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.53it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.30it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.66it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.44it/s, v_num=ld_1, val_loss=1.470, train_loss=0.190]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.68it/s, v_num=ld_1, val_loss=1.480, train_loss=0.190]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.24it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 91.96it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 89.64it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.39it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.08it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.88it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.08it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.96it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.34it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.53it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.04it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.38it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.99it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.83it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.47it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.14it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.85it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.08it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.82it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.25it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.02it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.56it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.34it/s, v_num=ld_1, val_loss=1.480, train_loss=0.161]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.94it/s, v_num=ld_1, val_loss=1.820, train_loss=0.161]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.44it/s, v_num=ld_1, val_loss=1.820, train_loss=0.397]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.70it/s, v_num=ld_1, val_loss=1.820, train_loss=0.397]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9114736318588257
      Accuracy_val          0.6766467094421387
        val_loss            1.8238236904144287
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 36.57it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 35.82it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 41.59it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 41.11it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 43.90it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 43.55it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 48.50it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 48.31it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.25it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.08it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.09it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.91it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.80it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.62it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.24it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.09it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.33it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.19it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.50it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.34it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.80it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.65it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.04it/s, v_num=ld_2, val_loss=2.070]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.76it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 85.02it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 82.91it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.92it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.82it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.13it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.37it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.10it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.07it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.61it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.56it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.17it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.86it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.52it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.94it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.62it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.85it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.57it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.56it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.31it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.93it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.71it/s, v_num=ld_2, val_loss=2.070, train_loss=2.230]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.63it/s, v_num=ld_2, val_loss=1.610, train_loss=2.230]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.22it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 85.73it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.86it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.68it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.83it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.04it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.78it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.16it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.26it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.75it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.52it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.12it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.76it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.41it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.78it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.48it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.90it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.63it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.11it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.88it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.35it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.13it/s, v_num=ld_2, val_loss=1.610, train_loss=1.790]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.88it/s, v_num=ld_2, val_loss=1.530, train_loss=1.790]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.44it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 78.97it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 77.12it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.29it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.25it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.29it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.60it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.79it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.27it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.47it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.03it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.71it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.61it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.97it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.58it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.98it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.75it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.34it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.14it/s, v_num=ld_2, val_loss=1.530, train_loss=1.440]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.11it/s, v_num=ld_2, val_loss=1.380, train_loss=1.440]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.70it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 92.98it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 90.42it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.16it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.99it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.97it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.19it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.26it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.67it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.40it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.87it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.24it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.83it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.14it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.80it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.19it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.86it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.94it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.68it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.04it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.80it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.23it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.01it/s, v_num=ld_2, val_loss=1.380, train_loss=1.070]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.35it/s, v_num=ld_2, val_loss=1.260, train_loss=1.070]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.92it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 91.63it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 89.29it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.66it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.47it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.51it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.72it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.59it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.99it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.07it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.59it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.49it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.10it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.77it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.43it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.91it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.60it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.00it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.73it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.13it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.89it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.03it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.80it/s, v_num=ld_2, val_loss=1.260, train_loss=0.844]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.00it/s, v_num=ld_2, val_loss=1.030, train_loss=0.844]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.57it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 88.83it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 86.66it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.00it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.90it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.75it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.01it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.39it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.77it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.71it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.25it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.56it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.13it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.87it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.53it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.21it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.91it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.37it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.10it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.55it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.32it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.69it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.49it/s, v_num=ld_2, val_loss=1.030, train_loss=0.706]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.86it/s, v_num=ld_2, val_loss=1.350, train_loss=0.706]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.44it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 91.90it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 89.60it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.35it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.21it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.25it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.39it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.25it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.65it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.54it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.06it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.27it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.87it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.57it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.21it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.39it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.10it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.53it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.27it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.64it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.39it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.87it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.66it/s, v_num=ld_2, val_loss=1.350, train_loss=0.575]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.90it/s, v_num=ld_2, val_loss=1.200, train_loss=0.575]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.45it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 90.53it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 88.27it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.12it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.96it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.47it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.70it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.54it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.05it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.60it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.52it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.14it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.70it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.37it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.21it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.92it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.58it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.32it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.46it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.23it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.82it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.59it/s, v_num=ld_2, val_loss=1.200, train_loss=0.547]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.11it/s, v_num=ld_2, val_loss=1.140, train_loss=0.547]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.68it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 91.05it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 88.70it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.17it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.14it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.88it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.09it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.28it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.68it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.81it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.33it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.10it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.70it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.89it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.55it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.14it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.83it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.36it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.09it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.46it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.22it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.70it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.47it/s, v_num=ld_2, val_loss=1.140, train_loss=0.375]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.67it/s, v_num=ld_2, val_loss=1.150, train_loss=0.375]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.25it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 84.22it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 82.18it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.56it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.50it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.19it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.45it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.31it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.69it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.66it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.20it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.12it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.73it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.01it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.67it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.38it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.08it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.62it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.36it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.87it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.63it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.16it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.94it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.31it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.89it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 91.68it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 89.39it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.90it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.72it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.03it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.24it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.52it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.92it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.58it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.10it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.85it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.45it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.88it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.53it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.47it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.17it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.13it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.87it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.28it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.99it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.38it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.16it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.22it/s, v_num=ld_2, val_loss=1.260, train_loss=0.350]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.72it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 84.54it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 82.23it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.56it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.40it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.37it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.62it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.47it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.87it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.47it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.41it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.04it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.07it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.75it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.64it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.35it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.04it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.78it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.41it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.18it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.33it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.10it/s, v_num=ld_2, val_loss=1.260, train_loss=0.287]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.48it/s, v_num=ld_2, val_loss=1.720, train_loss=0.287]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.04it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 89.71it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 87.49it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.11it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.99it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.21it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.44it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.54it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.97it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.87it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.41it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.16it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.81it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.46it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.13it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.84it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.52it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.99it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.73it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.17it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.93it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.47it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.26it/s, v_num=ld_2, val_loss=1.720, train_loss=0.220]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.70it/s, v_num=ld_2, val_loss=1.620, train_loss=0.220]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.27it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 89.96it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 87.72it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.73it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.60it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.71it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.95it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.09it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.50it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.31it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.84it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.57it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.17it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.59it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.25it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.29it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.97it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.34it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.08it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.46it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.22it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.81it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.58it/s, v_num=ld_2, val_loss=1.620, train_loss=0.256]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.92it/s, v_num=ld_2, val_loss=1.490, train_loss=0.256]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.50it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 92.17it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 89.63it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.67it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.41it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.18it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.36it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.69it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.06it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.92it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.46it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.34it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.95it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.64it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.30it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.72it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.42it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.91it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.65it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.60it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.36it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.94it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.72it/s, v_num=ld_2, val_loss=1.490, train_loss=0.233]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.99it/s, v_num=ld_2, val_loss=1.190, train_loss=0.233]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.56it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 92.53it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 90.15it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.00it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.80it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.15it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.34it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.91it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.30it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.95it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.44it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.17it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.72it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.09it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.72it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.87it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.55it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.81it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.53it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.92it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.66it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.19it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.97it/s, v_num=ld_2, val_loss=1.190, train_loss=0.139]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.14it/s, v_num=ld_2, val_loss=1.530, train_loss=0.139]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.69it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 86.63it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 84.55it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.20it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.08it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.29it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.49it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.46it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.87it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.65it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.18it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.08it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.65it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.88it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.54it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.07it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.77it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.85it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.59it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.07it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.84it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.43it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.21it/s, v_num=ld_2, val_loss=1.530, train_loss=0.0952]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.41it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0952]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.99it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 87.34it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 85.21it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.73it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.61it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.33it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.50it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.02it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.45it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.68it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.22it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.20it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.81it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.55it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.22it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.75it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.45it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.43it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.16it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.67it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.42it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.95it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.73it/s, v_num=ld_2, val_loss=1.290, train_loss=0.140]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.81it/s, v_num=ld_2, val_loss=1.660, train_loss=0.140]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.38it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 90.59it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 88.32it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.76it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.48it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.92it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.13it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.11it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.50it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.37it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.89it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.66it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.24it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.73it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.39it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.75it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.43it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.72it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.44it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.70it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.45it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.57it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.34it/s, v_num=ld_2, val_loss=1.660, train_loss=0.0888]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.57it/s, v_num=ld_2, val_loss=1.560, train_loss=0.0888]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.12it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 83.55it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 81.14it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.29it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.99it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.74it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.95it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.79it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.15it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.39it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.86it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.44it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.02it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.16it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.80it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.68it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.39it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.43it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.19it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.16it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.95it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.95it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.76it/s, v_num=ld_2, val_loss=1.560, train_loss=0.105]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.11it/s, v_num=ld_2, val_loss=1.710, train_loss=0.105]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.73it/s, v_num=ld_2, val_loss=1.710, train_loss=0.158]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.11it/s, v_num=ld_2, val_loss=1.710, train_loss=0.158]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9418265223503113
      Accuracy_val          0.6927710771560669
        val_loss            1.7119661569595337
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model Tabular2Unimodal

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 66.23it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 64.92it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.19it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.41it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.45it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.89it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.75it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.30it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.22it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.84it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.89it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.58it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.96it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.66it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.46it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.21it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.02it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.80it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.62it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.41it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.33it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.16it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.69it/s, v_num=ld_0, val_loss=2.290]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.30it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 86.66it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 84.48it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.76it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.66it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.91it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.16it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.36it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.81it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.93it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.48it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.11it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.73it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.27it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.94it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.12it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.80it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.17it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.90it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.13it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.88it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.20it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.97it/s, v_num=ld_0, val_loss=2.290, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.72it/s, v_num=ld_0, val_loss=2.110, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.28it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 86.26it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 84.18it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.23it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.79it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.02it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.29it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.21it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.67it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.99it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.54it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.29it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.92it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.13it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.80it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.92it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.62it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.90it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.64it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.80it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.58it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.27it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.07it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.24it/s, v_num=ld_0, val_loss=1.930, train_loss=2.240]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.83it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 88.57it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 86.21it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.78it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.64it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.12it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.34it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.19it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.58it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.31it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.82it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.97it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.60it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.74it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.41it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.68it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.40it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.75it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.49it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.04it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.80it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.07it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.85it/s, v_num=ld_0, val_loss=1.930, train_loss=2.080]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.03it/s, v_num=ld_0, val_loss=1.700, train_loss=2.080]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.58it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 83.10it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 80.99it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.32it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.18it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.41it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.65it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.20it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.62it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.82it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.37it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.45it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.07it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.44it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.12it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.89it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.56it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.08it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.83it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.27it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.04it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.63it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.42it/s, v_num=ld_0, val_loss=1.700, train_loss=1.890]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.24it/s, v_num=ld_0, val_loss=1.760, train_loss=1.890]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.83it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 90.47it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 88.12it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.63it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.49it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.46it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.71it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.95it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.39it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.17it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.71it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.51it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.13it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.77it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.44it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.86it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.57it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.72it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.46it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.01it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.77it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.33it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.12it/s, v_num=ld_0, val_loss=1.760, train_loss=1.790]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.76it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.31it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 90.05it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 87.84it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.94it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.70it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.43it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.65it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.77it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.17it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.98it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.51it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.25it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.83it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.42it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.08it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.39it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.10it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.53it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.24it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.62it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.38it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.63it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.41it/s, v_num=ld_0, val_loss=1.680, train_loss=1.790]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.67it/s, v_num=ld_0, val_loss=1.860, train_loss=1.790]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.20it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 87.88it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 85.73it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.59it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.47it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.43it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.67it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.73it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.15it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.17it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.71it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.21it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.80it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.48it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.15it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.73it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.44it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.95it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.69it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.17it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.92it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.43it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.22it/s, v_num=ld_0, val_loss=1.860, train_loss=1.620]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.33it/s, v_num=ld_0, val_loss=1.890, train_loss=1.620]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.91it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 91.32it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 89.03it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.92it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.81it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.00it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.18it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.09it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.52it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.54it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.07it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.79it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.39it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.93it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.56it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.59it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.29it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.79it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.53it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.95it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.71it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.19it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.97it/s, v_num=ld_0, val_loss=1.890, train_loss=1.590]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.39it/s, v_num=ld_0, val_loss=1.730, train_loss=1.590]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.96it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 88.97it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 86.77it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.27it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.13it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.12it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.31it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.02it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.45it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.42it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.96it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.53it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.15it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.88it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.52it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.06it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.76it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.21it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.95it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.99it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.76it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.33it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.12it/s, v_num=ld_0, val_loss=1.730, train_loss=1.570]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.62it/s, v_num=ld_0, val_loss=1.690, train_loss=1.570]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.21it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 92.75it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 90.39it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.18it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.98it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.85it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.05it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.84it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.23it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.12it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.62it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.08it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.67it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.19it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.84it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.87it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.57it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.30it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.04it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.27it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.99it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.27it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.05it/s, v_num=ld_0, val_loss=1.690, train_loss=1.520]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.53it/s, v_num=ld_0, val_loss=1.750, train_loss=1.520]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.11it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 88.05it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 85.90it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.45it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.33it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.48it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.71it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.16it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.58it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.38it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.90it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.40it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.00it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.22it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.86it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.46it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.16it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.48it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.21it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.39it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.15it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.66it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.44it/s, v_num=ld_0, val_loss=1.750, train_loss=1.480]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.46it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.03it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 90.35it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 88.11it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.24it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.10it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.89it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.14it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.65it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.05it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.06it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.60it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.18it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.79it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.15it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.81it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.37it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.07it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.12it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.85it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.88it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.65it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.00it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.68it/s, v_num=ld_0, val_loss=1.590, train_loss=1.360]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.64it/s, v_num=ld_0, val_loss=1.350, train_loss=1.360]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.20it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 89.98it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 87.74it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.20it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.03it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.58it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.79it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.75it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.15it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.06it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.58it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.23it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.83it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.45it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.11it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.64it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.35it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.75it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.47it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.73it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.49it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.67it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.45it/s, v_num=ld_0, val_loss=1.350, train_loss=1.330]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.78it/s, v_num=ld_0, val_loss=1.780, train_loss=1.330]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.33it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 84.54it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 82.50it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.48it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.41it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.40it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.66it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.19it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.62it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.65it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.20it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.03it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.63it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.83it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.47it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.83it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.46it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.60it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.35it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.94it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.71it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.42it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.22it/s, v_num=ld_0, val_loss=1.780, train_loss=1.260]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.11it/s, v_num=ld_0, val_loss=1.560, train_loss=1.260]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.71it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 91.25it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 88.97it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.96it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.84it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.91it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.14it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.47it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.88it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.61it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.14it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.73it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.33it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.94it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.60it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.72it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.41it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.64it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.38it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.77it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.53it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.09it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.85it/s, v_num=ld_0, val_loss=1.560, train_loss=1.240]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.14it/s, v_num=ld_0, val_loss=1.490, train_loss=1.240]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.71it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 89.58it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 87.36it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.78it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.68it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.13it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.38it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.97it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.36it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.82it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.37it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.31it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.93it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.72it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.39it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.94it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.65it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.18it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.92it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.44it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.20it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.51it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.30it/s, v_num=ld_0, val_loss=1.490, train_loss=1.170]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.82it/s, v_num=ld_0, val_loss=1.970, train_loss=1.170]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.40it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 91.05it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 88.67it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.08it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.93it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.63it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.85it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.99it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.40it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.18it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.69it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.15it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.76it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.19it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.85it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.75it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.45it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.66it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.37it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.70it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.46it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.38it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.12it/s, v_num=ld_0, val_loss=1.970, train_loss=1.230]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.52it/s, v_num=ld_0, val_loss=1.570, train_loss=1.230]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.09it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 86.01it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 83.93it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.92it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.81it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.04it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.28it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.62it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.04it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.04it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.57it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.36it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.97it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.00it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.65it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.06it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.76it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.28it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.02it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.47it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.23it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.72it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.50it/s, v_num=ld_0, val_loss=1.570, train_loss=1.420]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.76it/s, v_num=ld_0, val_loss=1.350, train_loss=1.420]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.32it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 89.91it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 87.66it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.89it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.75it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.25it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.41it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.85it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.27it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.28it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.81it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.63it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.22it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.58it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.24it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.67it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.36it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.25it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.97it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.21it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.95it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.47it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.25it/s, v_num=ld_0, val_loss=1.350, train_loss=1.190]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.67it/s, v_num=ld_0, val_loss=1.380, train_loss=1.190]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.24it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 90.61it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 88.33it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.85it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.71it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.18it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.35it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.65it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.07it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.16it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.70it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.52it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.12it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.69it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.33it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.01it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.72it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.26it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.00it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.50it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.24it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.46it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.24it/s, v_num=ld_0, val_loss=1.380, train_loss=1.040]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.71it/s, v_num=ld_0, val_loss=1.450, train_loss=1.040]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.29it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 91.07it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 88.78it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.22it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.04it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.79it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.99it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.22it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.57it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.08it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.58it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.14it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.73it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.23it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.87it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.42it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.12it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.49it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.22it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.52it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.28it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.84it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.61it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.13it/s, v_num=ld_0, val_loss=1.480, train_loss=1.030]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.70it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 91.05it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 88.72it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.62it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.48it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.41it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.64it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.22it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.64it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.09it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.63it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.32it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.93it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.20it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.86it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.07it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.78it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.35it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.09it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.62it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.39it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.99it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.78it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.17it/s, v_num=ld_0, val_loss=1.480, train_loss=0.958]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.72it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 88.41it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 86.10it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.40it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.25it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.03it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.25it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.57it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.00it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.35it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.87it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.46it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.07it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.82it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.48it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.00it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.71it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.10it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.84it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.87it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.63it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.09it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.87it/s, v_num=ld_0, val_loss=1.480, train_loss=0.898]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.36it/s, v_num=ld_0, val_loss=1.580, train_loss=0.898]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.92it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 91.47it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 88.85it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.62it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.44it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.05it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.26it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.26it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.67it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.76it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.25it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.78it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.38it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.93it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.58it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.90it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.57it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.81it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.53it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.75it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.50it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.66it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.43it/s, v_num=ld_0, val_loss=1.580, train_loss=0.828]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.15it/s, v_num=ld_0, val_loss=1.820, train_loss=0.828]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.71it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 83.30it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 81.25it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.61it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.52it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.27it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.47it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.29it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.72it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.52it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.05it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.97it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.58it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.00it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.66it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.38it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.09it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.67it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.41it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.89it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.63it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.17it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.96it/s, v_num=ld_0, val_loss=1.820, train_loss=0.820]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.36it/s, v_num=ld_0, val_loss=1.370, train_loss=0.820]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.93it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 88.50it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 86.27it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.22it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.09it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.43it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.68it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.47it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.88it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.98it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.53it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.66it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.27it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.19it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.83it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.51it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.22it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.43it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.16it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.68it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.44it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.16it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.94it/s, v_num=ld_0, val_loss=1.370, train_loss=0.926]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.30it/s, v_num=ld_0, val_loss=1.540, train_loss=0.926]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.87it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 90.56it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 88.29it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.14it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.08it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.55it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.82it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.65it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.04it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.46it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.01it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.90it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.53it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.05it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.73it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.53it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.25it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.07it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.80it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.45it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.23it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.70it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.49it/s, v_num=ld_0, val_loss=1.540, train_loss=0.889]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.27it/s, v_num=ld_0, val_loss=1.560, train_loss=0.889]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.83it/s, v_num=ld_0, val_loss=1.560, train_loss=0.835]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.17it/s, v_num=ld_0, val_loss=1.560, train_loss=0.835]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val            0.909329891204834
      Accuracy_val          0.5928143858909607
        val_loss            1.5625336170196533
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 37.23it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 36.51it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 42.13it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 41.68it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 44.36it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 44.06it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 48.71it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 48.54it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.47it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.31it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.32it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.17it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.37it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.23it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.82it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.69it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.05it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.92it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.81it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.69it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.50it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.39it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.87it/s, v_num=ld_1, val_loss=2.320]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.62it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 89.07it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 86.70it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.79it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.71it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.72it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.56it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.11it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.51it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.47it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.01it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.75it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.35it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.67it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.29it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.02it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.73it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.58it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.35it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.02it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.81it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.52it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.33it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.17it/s, v_num=ld_1, val_loss=2.270, train_loss=2.300]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.79it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 89.13it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 86.76it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.01it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.93it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.02it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.14it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.74it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.23it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.24it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.83it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.81it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.46it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.98it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.68it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.30it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.04it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.84it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.60it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.79it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.57it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.27it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.07it/s, v_num=ld_1, val_loss=2.270, train_loss=2.140]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.47it/s, v_num=ld_1, val_loss=1.930, train_loss=2.140]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.09it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 88.45it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 86.29it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.02it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.91it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.11it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.26it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.28it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.66it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.89it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.42it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.21it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.83it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.52it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.19it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.67it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.36it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.57it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.30it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.55it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.32it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.63it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=1.930, train_loss=2.000]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.69it/s, v_num=ld_1, val_loss=1.880, train_loss=2.000]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.24it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 85.39it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 83.37it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.93it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.85it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.82it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.05it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.86it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.27it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.96it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.49it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.81it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.41it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.41it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.08it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.67it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.38it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.96it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.71it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.11it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.88it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.40it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.20it/s, v_num=ld_1, val_loss=1.880, train_loss=1.860]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.09it/s, v_num=ld_1, val_loss=1.900, train_loss=1.860]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.67it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 89.16it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 86.80it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.31it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.20it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.77it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.06it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.49it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.93it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.94it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.49it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.24it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.87it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.45it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.12it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.48it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.20it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.21it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.94it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.25it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.00it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.47it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.25it/s, v_num=ld_1, val_loss=1.900, train_loss=1.770]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.80it/s, v_num=ld_1, val_loss=1.500, train_loss=1.770]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.37it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 88.07it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 85.93it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.55it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.45it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.95it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.13it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.76it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.19it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.85it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.33it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.06it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.67it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.00it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.68it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.34it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.03it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.60it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.35it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.68it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.44it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.20it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.97it/s, v_num=ld_1, val_loss=1.500, train_loss=1.600]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.77it/s, v_num=ld_1, val_loss=1.510, train_loss=1.600]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.33it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 85.74it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 83.67it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.35it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.26it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.66it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.88it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.23it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.81it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.36it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.51it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.08it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.71it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.39it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.16it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.86it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.16it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.49it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.25it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.79it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.58it/s, v_num=ld_1, val_loss=1.510, train_loss=1.450]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.36it/s, v_num=ld_1, val_loss=1.410, train_loss=1.450]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.95it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 90.93it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 88.67it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.71it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.65it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.85it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.09it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.28it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.71it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.62it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.16it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.90it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.51it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.05it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.71it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.78it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.49it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.82it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.55it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.76it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.52it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.95it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.74it/s, v_num=ld_1, val_loss=1.410, train_loss=1.360]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.36it/s, v_num=ld_1, val_loss=1.350, train_loss=1.360]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.94it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 91.68it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 89.26it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.29it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.14it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.56it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.78it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.80it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.23it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.30it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.80it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.96it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.58it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.75it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.43it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.49it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.21it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.26it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.01it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.21it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.99it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.64it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.44it/s, v_num=ld_1, val_loss=1.350, train_loss=1.300]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.24it/s, v_num=ld_1, val_loss=1.320, train_loss=1.300]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.83it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 90.38it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 88.15it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.74it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.60it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.12it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.27it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.23it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.64it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.66it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.18it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.64it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.23it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.60it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.26it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.75it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.46it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.71it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.44it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.70it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.46it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.59it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.38it/s, v_num=ld_1, val_loss=1.320, train_loss=1.210]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.99it/s, v_num=ld_1, val_loss=1.400, train_loss=1.210]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.55it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 84.49it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 82.21it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.52it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.31it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.71it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.96it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.43it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.85it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.27it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.78it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.93it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.53it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.73it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.40it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.17it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.89it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.34it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.04it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.68it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.45it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.22it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.01it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.51it/s, v_num=ld_1, val_loss=1.400, train_loss=1.140]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.12it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 88.71it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 86.51it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.19it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.02it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.12it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.37it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.77it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.20it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.33it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.84it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.77it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.39it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.92it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.58it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.76it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.47it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.55it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.29it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.70it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.46it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.78it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.57it/s, v_num=ld_1, val_loss=1.400, train_loss=1.170]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.05it/s, v_num=ld_1, val_loss=1.430, train_loss=1.170]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.63it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 89.94it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.41it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.26it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.87it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.05it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.41it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.81it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.74it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.28it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.51it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.13it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.50it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.18it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.83it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.53it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.04it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.79it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.27it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.05it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.35it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.15it/s, v_num=ld_1, val_loss=1.430, train_loss=1.110]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.84it/s, v_num=ld_1, val_loss=1.290, train_loss=1.110]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.43it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 90.17it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 87.91it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.56it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.40it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.93it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.15it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.95it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.36it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.19it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.71it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.71it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.31it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.83it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.50it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.93it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.63it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.08it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.82it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.22it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.99it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.30it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.08it/s, v_num=ld_1, val_loss=1.290, train_loss=0.998]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.37it/s, v_num=ld_1, val_loss=1.250, train_loss=0.998]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.93it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 90.45it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 87.98it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.28it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.11it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.19it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.43it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.70it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.11it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.70it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.22it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.83it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.44it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.37it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.03it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.13it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.84it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.50it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.25it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.81it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.59it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.20it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.00it/s, v_num=ld_1, val_loss=1.250, train_loss=0.974]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.00it/s, v_num=ld_1, val_loss=1.650, train_loss=0.974]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.59it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 91.14it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 88.87it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.65it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.48it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.05it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.11it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.83it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.22it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.50it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.02it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.24it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.82it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.70it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.32it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.34it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.04it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.78it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.53it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.75it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.53it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.30it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.10it/s, v_num=ld_1, val_loss=1.650, train_loss=1.070]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.92it/s, v_num=ld_1, val_loss=1.270, train_loss=1.070]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.53it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 89.29it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 87.09it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.89it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.76it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.79it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.88it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.19it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.55it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.66it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.16it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.60it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.14it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.04it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.65it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.81it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.47it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.37it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.08it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.50it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.27it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.09it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.90it/s, v_num=ld_1, val_loss=1.270, train_loss=1.210]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.51it/s, v_num=ld_1, val_loss=1.410, train_loss=1.210]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.12it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 86.44it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 84.23it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.48it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.38it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.20it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.44it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.38it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.80it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.66it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.14it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.92it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.53it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.73it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.40it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.98it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.70it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.26it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.99it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.39it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.16it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.70it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.49it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.10it/s, v_num=ld_1, val_loss=1.380, train_loss=1.060]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.67it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 90.14it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 87.90it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.42it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.22it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.38it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.62it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.88it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.30it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.24it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.74it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.38it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.99it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.50it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.17it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.56it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.27it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.14it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.86it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.22it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.98it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.51it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.30it/s, v_num=ld_1, val_loss=1.380, train_loss=1.010]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.76it/s, v_num=ld_1, val_loss=1.460, train_loss=1.010]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.33it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 91.63it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 89.03it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.38it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.19it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.23it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.41it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.57it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.98it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.51it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.04it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.85it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.46it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.06it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.73it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.16it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.86it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.35it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.08it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.47it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.23it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.07it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.85it/s, v_num=ld_1, val_loss=1.460, train_loss=0.866]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.34it/s, v_num=ld_1, val_loss=1.200, train_loss=0.866]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.90it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 88.72it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 86.52it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.09it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.87it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.87it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.11it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.36it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.79it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.77it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.28it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.48it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.04it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.76it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.42it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.01it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.72it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.25it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.99it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.30it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.07it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.56it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.34it/s, v_num=ld_1, val_loss=1.200, train_loss=0.885]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.71it/s, v_num=ld_1, val_loss=1.140, train_loss=0.885]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.26it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 92.03it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 89.70it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.45it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.31it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.84it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.08it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.27it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.68it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.33it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.86it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.45it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.05it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.40it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.06it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.11it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.82it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.28it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.02it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.47it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.24it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.73it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.51it/s, v_num=ld_1, val_loss=1.140, train_loss=0.786]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.96it/s, v_num=ld_1, val_loss=1.210, train_loss=0.786]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.53it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 90.83it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 88.55it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.16it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.00it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.61it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.84it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.13it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.56it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.58it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.12it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.98it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.59it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.54it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.21it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.04it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.75it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.08it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.82it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.64it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.11it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.91it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.62it/s, v_num=ld_1, val_loss=1.210, train_loss=0.780]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.21it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 90.97it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 88.69it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.35it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.18it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.84it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.01it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.88it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.27it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.93it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.44it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.93it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.54it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.01it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.65it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.78it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.44it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.51it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.23it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.37it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.13it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.53it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.30it/s, v_num=ld_1, val_loss=1.210, train_loss=0.719]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.74it/s, v_num=ld_1, val_loss=1.410, train_loss=0.719]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.31it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 87.43it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 85.11it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.33it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.15it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.70it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.93it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.01it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.33it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.83it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.13it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.70it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.44it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.07it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.94it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.60it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.89it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.62it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.42it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.19it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.40it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.19it/s, v_num=ld_1, val_loss=1.410, train_loss=0.823]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.12it/s, v_num=ld_1, val_loss=1.170, train_loss=0.823]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.70it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 88.67it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 86.48it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.95it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.75it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.88it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.14it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.67it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.11it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.16it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.70it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.47it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.07it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.69it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.36it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.84it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.55it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.45it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.18it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.49it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.25it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.70it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.49it/s, v_num=ld_1, val_loss=1.170, train_loss=0.825]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.62it/s, v_num=ld_1, val_loss=1.250, train_loss=0.825]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.23it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 89.99it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 87.72it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.97it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.83it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.50it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.72it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.90it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.30it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.29it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.83it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.60it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.21it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.70it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.38it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.79it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.50it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.10it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.85it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.24it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.01it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.33it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.13it/s, v_num=ld_1, val_loss=1.250, train_loss=0.673]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.78it/s, v_num=ld_1, val_loss=1.510, train_loss=0.673]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.37it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 91.39it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 88.99it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.95it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.78it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.26it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.47it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.57it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.88it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.25it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.77it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.86it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.46it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.00it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.66it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.18it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.79it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.65it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.35it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.61it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.37it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.65it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.41it/s, v_num=ld_1, val_loss=1.510, train_loss=0.855]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.54it/s, v_num=ld_1, val_loss=1.250, train_loss=0.855]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.00it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 84.34it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 81.96it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.38it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.31it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.69it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.99it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.97it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.41it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.07it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.57it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.43it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.04it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.86it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.50it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.06it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.72it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.52it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.20it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.57it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.33it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.10it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.89it/s, v_num=ld_1, val_loss=1.250, train_loss=0.750]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.49it/s, v_num=ld_1, val_loss=1.070, train_loss=0.750]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.11it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 90.98it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 88.71it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.27it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.11it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.19it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.42it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.66it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.08it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.93it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.48it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.87it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.50it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.14it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.82it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.90it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.62it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.03it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.76it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.02it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.80it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.12it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.91it/s, v_num=ld_1, val_loss=1.070, train_loss=0.690]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.84it/s, v_num=ld_1, val_loss=1.160, train_loss=0.690]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.41it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 89.17it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 86.99it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.01it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.78it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.61it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.83it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.86it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.27it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.54it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.06it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.72it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.31it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.93it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.60it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.03it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.73it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.06it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.79it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.09it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.83it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.21it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.98it/s, v_num=ld_1, val_loss=1.160, train_loss=0.681]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.43it/s, v_num=ld_1, val_loss=1.270, train_loss=0.681]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.00it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 87.75it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 85.63it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.83it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.70it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.75it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.98it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.89it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.30it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.68it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.20it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.78it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.38it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.52it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.17it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.70it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.41it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.94it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.68it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.20it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.96it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.47it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.25it/s, v_num=ld_1, val_loss=1.270, train_loss=0.856]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.63it/s, v_num=ld_1, val_loss=1.290, train_loss=0.856]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.19it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 90.55it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 88.27it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.35it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.21it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.48it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.72it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.02it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.44it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.39it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.92it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.57it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.15it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.74it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.40it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.84it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.54it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.64it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.38it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.62it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.36it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.80it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.58it/s, v_num=ld_1, val_loss=1.290, train_loss=0.755]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.95it/s, v_num=ld_1, val_loss=1.460, train_loss=0.755]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.51it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 90.51it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 88.25it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.64it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.41it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.78it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.99it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.37it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.78it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.61it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.12it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.63it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.24it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.72it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.38it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.69it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.40it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.88it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.60it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.99it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.76it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.90it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.68it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.99it/s, v_num=ld_1, val_loss=1.250, train_loss=0.764]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.56it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 90.68it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 88.36it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.58it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.40it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.94it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.16it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.19it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.61it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.22it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.76it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.01it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.61it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.37it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.04it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.47it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.18it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.66it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.40it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.73it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.49it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.89it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.67it/s, v_num=ld_1, val_loss=1.250, train_loss=0.797]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.15it/s, v_num=ld_1, val_loss=1.230, train_loss=0.797]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.70it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 89.97it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 87.75it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.76it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.66it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.08it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.33it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.86it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.28it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.97it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.50it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.26it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.87it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.39it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.05it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.14it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.85it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.35it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.09it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.54it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.30it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.83it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.62it/s, v_num=ld_1, val_loss=1.230, train_loss=0.589]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.05it/s, v_num=ld_1, val_loss=1.480, train_loss=0.589]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.62it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 90.77it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 88.45it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.66it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.49it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.26it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.48it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.84it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.15it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.94it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.43it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.03it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.63it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.20it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.82it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.59it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.25it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.78it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.46it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.58it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.31it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.66it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.45it/s, v_num=ld_1, val_loss=1.480, train_loss=0.559]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.77it/s, v_num=ld_1, val_loss=1.300, train_loss=0.559]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.40it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 89.79it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 87.30it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.69it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.55it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.11it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.34it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.42it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.83it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.88it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.39it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.11it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.72it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.29it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.96it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.56it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.24it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.72it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.45it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.85it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.62it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.18it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.95it/s, v_num=ld_1, val_loss=1.300, train_loss=0.603]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.09it/s, v_num=ld_1, val_loss=1.380, train_loss=0.603]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.66it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 88.91it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 86.72it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.55it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.31it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.53it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.70it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.11it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.82it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.34it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.94it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.54it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.67it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.30it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.67it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.36it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.61it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.34it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.70it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.46it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.97it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.75it/s, v_num=ld_1, val_loss=1.380, train_loss=0.602]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.86it/s, v_num=ld_1, val_loss=1.290, train_loss=0.602]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.44it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 88.36it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 86.19it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.65it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.47it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.44it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.69it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.14it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.56it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.44it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.97it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.77it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.38it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.07it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.73it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.20it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.91it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.97it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.69it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.19it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.94it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.50it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.29it/s, v_num=ld_1, val_loss=1.290, train_loss=0.738]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.76it/s, v_num=ld_1, val_loss=1.510, train_loss=0.738]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.33it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 88.93it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 85.70it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.86it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.70it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.06it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.31it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.11it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.54it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.83it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.32it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.23it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.85it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.24it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.90it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.86it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.57it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.82it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.54it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.79it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.56it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.93it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.72it/s, v_num=ld_1, val_loss=1.510, train_loss=0.612]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.37it/s, v_num=ld_1, val_loss=1.630, train_loss=0.612]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.93it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 91.18it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 88.90it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.82it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.64it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.90it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.06it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.87it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.27it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.01it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.48it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.48it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.07it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.58it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.24it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.57it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.27it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.72it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.44it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.80it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.56it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.89it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.67it/s, v_num=ld_1, val_loss=1.630, train_loss=0.708]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.12it/s, v_num=ld_1, val_loss=1.270, train_loss=0.708]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.69it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 91.56it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 89.14it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.48it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.07it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.32it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.81it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.23it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.96it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.47it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.05it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.63it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.13it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.80it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.06it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.77it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.28it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.02it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.15it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.92it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.30it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.09it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.47it/s, v_num=ld_1, val_loss=1.270, train_loss=0.734]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.04it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 91.92it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 89.38it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.67it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.51it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.89it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.11it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.71it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.11it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.10it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.59it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.42it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.04it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.52it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.19it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.52it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.23it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.39it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.13it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.32it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.09it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.35it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.14it/s, v_num=ld_1, val_loss=1.270, train_loss=0.596]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.71it/s, v_num=ld_1, val_loss=1.110, train_loss=0.596]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.29it/s, v_num=ld_1, val_loss=1.110, train_loss=0.633]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.63it/s, v_num=ld_1, val_loss=1.110, train_loss=0.633]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9279629588127136
      Accuracy_val          0.5928143858909607
        val_loss            1.1103378534317017
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 37.44it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 36.68it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 41.67it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 41.21it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 43.64it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 43.30it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 48.06it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 47.89it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.83it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.67it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.61it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.44it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.70it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.56it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.11it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.98it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.36it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.23it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.31it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.20it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.11it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.00it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.62it/s, v_num=ld_2, val_loss=2.330]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.36it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 89.24it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 87.07it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.63it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.63it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.83it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.13it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.01it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.47it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.76it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.31it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.17it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.79it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.24it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.91it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.06it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.77it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.17it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.92it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.32it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.09it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.58it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.38it/s, v_num=ld_2, val_loss=2.330, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.35it/s, v_num=ld_2, val_loss=2.200, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.94it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 90.59it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 88.35it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.99it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.84it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.66it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.88it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.36it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.79it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.83it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.35it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.08it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.70it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.36it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.03it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.50it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.21it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.52it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.26it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.29it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.06it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.32it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.12it/s, v_num=ld_2, val_loss=2.200, train_loss=2.270]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.83it/s, v_num=ld_2, val_loss=1.830, train_loss=2.270]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.38it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 89.34it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 87.15it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.69it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.50it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.93it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.18it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.29it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.72it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.95it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.49it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.28it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.85it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.36it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.03it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.46it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.17it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.57it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.31it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.62it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.37it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.91it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.70it/s, v_num=ld_2, val_loss=1.830, train_loss=2.080]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.30it/s, v_num=ld_2, val_loss=1.740, train_loss=2.080]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.88it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 85.88it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 83.84it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.73it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.46it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.60it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.06it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.50it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.64it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.19it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.89it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.51it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.63it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.31it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.87it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.59it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.03it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.77it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.15it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.92it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.39it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.16it/s, v_num=ld_2, val_loss=1.740, train_loss=1.880]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.90it/s, v_num=ld_2, val_loss=1.630, train_loss=1.880]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.49it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 91.13it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 88.83it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.57it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.42it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.08it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.32it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.65it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.05it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.79it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.33it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.40it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.02it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.33it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.01it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.03it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.74it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.37it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.13it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.61it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.38it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.93it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.70it/s, v_num=ld_2, val_loss=1.630, train_loss=1.700]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.99it/s, v_num=ld_2, val_loss=1.560, train_loss=1.700]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.55it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 87.48it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 85.34it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.61it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.26it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.23it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.35it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.55it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.82it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.36it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.91it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.25it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.89it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.12it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.82it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.66it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.40it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.23it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.98it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.42it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.19it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.62it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.42it/s, v_num=ld_2, val_loss=1.560, train_loss=1.660]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.13it/s, v_num=ld_2, val_loss=1.570, train_loss=1.660]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.74it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 85.99it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.05it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.91it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.12it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.19it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.73it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.17it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.77it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.40it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.07it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.56it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.28it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.87it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.47it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.92it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.70it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.27it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.06it/s, v_num=ld_2, val_loss=1.570, train_loss=1.590]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.25it/s, v_num=ld_2, val_loss=1.290, train_loss=1.590]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.82it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 85.92it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 83.72it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.47it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.40it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.89it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.15it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.73it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.16it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.01it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.55it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.48it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.09it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.46it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.49it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.20it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.75it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.43it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.79it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.76it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.49it/s, v_num=ld_2, val_loss=1.290, train_loss=1.430]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.74it/s, v_num=ld_2, val_loss=1.330, train_loss=1.430]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.31it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 86.87it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 84.43it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.79it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.63it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.90it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.80it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.23it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.73it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.28it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.27it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.89it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.82it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.49it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.17it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.89it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.57it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.32it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.59it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.37it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.05it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.85it/s, v_num=ld_2, val_loss=1.330, train_loss=1.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.07it/s, v_num=ld_2, val_loss=1.210, train_loss=1.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.66it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 90.74it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.46it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.31it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.63it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.85it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.94it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.35it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.42it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.88it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.53it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.14it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.60it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.26it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.63it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.33it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.70it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.44it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.66it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.42it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.62it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.40it/s, v_num=ld_2, val_loss=1.210, train_loss=1.240]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.76it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.33it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 85.19it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 83.18it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.05it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.13it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.39it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.87it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.31it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.32it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.87it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.89it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.48it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.62it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.30it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.02it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.74it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.35it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.09it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.45it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.22it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.65it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.44it/s, v_num=ld_2, val_loss=1.380, train_loss=1.060]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.13it/s, v_num=ld_2, val_loss=1.350, train_loss=1.060]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.71it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 89.16it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 86.96it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.46it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.87it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.56it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.77it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.09it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.52it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.33it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.87it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.26it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.88it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.96it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.63it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.42it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.12it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.21it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.96it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.56it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.32it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.87it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.66it/s, v_num=ld_2, val_loss=1.350, train_loss=0.967]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.34it/s, v_num=ld_2, val_loss=1.290, train_loss=0.967]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.92it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 88.93it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 86.42it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.78it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.67it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.86it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.11it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.63it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.03it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.81it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.34it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.82it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.40it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.81it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.47it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.96it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.67it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.21it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.95it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.38it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.15it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.37it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.16it/s, v_num=ld_2, val_loss=1.290, train_loss=1.070]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.84it/s, v_num=ld_2, val_loss=1.310, train_loss=1.070]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.40it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 91.55it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 89.24it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.18it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.93it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.00it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.21it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.10it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.50it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.90it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.43it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.41it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.99it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.40it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.06it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.45it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.16it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.54it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.28it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.47it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.24it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.60it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.38it/s, v_num=ld_2, val_loss=1.310, train_loss=0.989]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.76it/s, v_num=ld_2, val_loss=1.480, train_loss=0.989]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.31it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 88.15it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 85.99it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.23it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.17it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.82it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.05it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.64it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.08it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.29it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.83it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.80it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.38it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.01it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.67it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.76it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.47it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.89it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.63it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.12it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.87it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.40it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.18it/s, v_num=ld_2, val_loss=1.480, train_loss=0.919]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.63it/s, v_num=ld_2, val_loss=1.290, train_loss=0.919]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.19it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 90.23it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 87.88it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.99it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.71it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.39it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.62it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.00it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.43it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.29it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.82it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.43it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.05it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.75it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.42it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.98it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.69it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.97it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.71it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.85it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.60it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.99it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.78it/s, v_num=ld_2, val_loss=1.290, train_loss=0.948]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.22it/s, v_num=ld_2, val_loss=1.160, train_loss=0.948]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.80it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 88.56it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 86.39it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.29it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.16it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.20it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.38it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.94it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.36it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.79it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.32it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.15it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.76it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.36it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.02it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.53it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.23it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.54it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.27it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.63it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.37it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.85it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.63it/s, v_num=ld_2, val_loss=1.160, train_loss=0.905]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.96it/s, v_num=ld_2, val_loss=1.360, train_loss=0.905]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.53it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 88.93it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 86.74it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.92it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.78it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.83it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.05it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.99it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.40it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.26it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.79it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.46it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.03it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.83it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.48it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.93it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.63it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.14it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.88it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.31it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.06it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.57it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.35it/s, v_num=ld_2, val_loss=1.360, train_loss=0.848]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.71it/s, v_num=ld_2, val_loss=1.310, train_loss=0.848]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.27it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 91.71it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 89.39it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.83it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.65it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.45it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.66it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.77it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.19it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.11it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.65it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.25it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.83it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.69it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.35it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.12it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.80it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.50it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.22it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.24it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.00it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.47it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.25it/s, v_num=ld_2, val_loss=1.310, train_loss=1.010]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.04it/s, v_num=ld_2, val_loss=1.340, train_loss=1.010]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.62it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 90.53it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 87.97it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.89it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.74it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.04it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.26it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.56it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.97it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.93it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.47it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.99it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.60it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.24it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.90it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.30it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.98it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.66it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.35it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.58it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.33it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.95it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.71it/s, v_num=ld_2, val_loss=1.340, train_loss=0.778]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.06it/s, v_num=ld_2, val_loss=1.130, train_loss=0.778]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.64it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 88.35it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 86.18it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.39it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.28it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.17it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.41it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.66it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.04it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.09it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.62it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.87it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.47it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.04it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.71it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.21it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.90it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.22it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.96it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.58it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.34it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.58it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.37it/s, v_num=ld_2, val_loss=1.130, train_loss=0.732]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.85it/s, v_num=ld_2, val_loss=1.420, train_loss=0.732]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.45it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 91.58it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 89.27it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.89it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.60it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.25it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.47it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.70it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.12it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.70it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.23it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.99it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.56it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.19it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.85it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.10it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.81it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.32it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.06it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.49it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.21it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.72it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.50it/s, v_num=ld_2, val_loss=1.420, train_loss=0.832]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.66it/s, v_num=ld_2, val_loss=1.220, train_loss=0.832]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.25it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 87.57it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 85.43it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.50it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.26it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.95it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.37it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.09it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.62it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.28it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.88it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.27it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.93it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.26it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.96it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.36it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.10it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.35it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.11it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.74it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.53it/s, v_num=ld_2, val_loss=1.220, train_loss=0.823]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.25it/s, v_num=ld_2, val_loss=1.400, train_loss=0.823]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.83it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 85.40it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 82.99it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.52it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.36it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.90it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.69it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.10it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.40it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.92it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.95it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.56it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.37it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.04it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.66it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.36it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.80it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.53it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.66it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.42it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.87it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.65it/s, v_num=ld_2, val_loss=1.400, train_loss=0.742]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.20it/s, v_num=ld_2, val_loss=1.150, train_loss=0.742]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.79it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 87.12it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 85.01it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.42it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.30it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.57it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.82it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.16it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.58it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.43it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.93it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.58it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.18it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.30it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.97it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.93it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.64it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.02it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.76it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.28it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.03it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.59it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.37it/s, v_num=ld_2, val_loss=1.150, train_loss=0.860]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.86it/s, v_num=ld_2, val_loss=1.070, train_loss=0.860]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.41it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 88.66it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 86.46it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.83it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.02it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.28it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.25it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.58it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.90it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.59it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.22it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.68it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.37it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.78it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.50it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.54it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.27it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.97it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.75it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.29it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.09it/s, v_num=ld_2, val_loss=1.070, train_loss=0.822]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.00it/s, v_num=ld_2, val_loss=1.190, train_loss=0.822]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.57it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 88.96it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 86.75it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.03it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.81it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.77it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.86it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.93it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.28it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.08it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.60it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.62it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.23it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.95it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.58it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.19it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.89it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.34it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.06it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.39it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.14it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.24it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.02it/s, v_num=ld_2, val_loss=1.190, train_loss=0.796]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.83it/s, v_num=ld_2, val_loss=1.140, train_loss=0.796]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.39it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 86.69it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 84.55it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.56it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.44it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.28it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.53it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.37it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.76it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.61it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.14it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.49it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.07it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.74it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.40it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.97it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.67it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.16it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.90it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.31it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.07it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.59it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.38it/s, v_num=ld_2, val_loss=1.140, train_loss=0.771]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.38it/s, v_num=ld_2, val_loss=1.290, train_loss=0.771]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.95it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 88.65it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 86.41it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.30it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.22it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.55it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.41it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.80it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.05it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.60it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.55it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.16it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.89it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.53it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.70it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.39it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.83it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.56it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.87it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.63it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.17it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.94it/s, v_num=ld_2, val_loss=1.290, train_loss=0.687]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.40it/s, v_num=ld_2, val_loss=1.280, train_loss=0.687]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.97it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 90.58it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 88.31it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.31it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.15it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.69it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.89it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.08it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.48it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.12it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.63it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.77it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.36it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.73it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.39it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.00it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.70it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.08it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.82it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.87it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.63it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.14it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.91it/s, v_num=ld_2, val_loss=1.280, train_loss=0.706]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.09it/s, v_num=ld_2, val_loss=1.420, train_loss=0.706]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.66it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 89.72it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 87.36it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.33it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.74it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.72it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.97it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.45it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.88it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.75it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.28it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.13it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.75it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.53it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.20it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.82it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.52it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.11it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.85it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.03it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.78it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.07it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.85it/s, v_num=ld_2, val_loss=1.420, train_loss=0.647]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.39it/s, v_num=ld_2, val_loss=1.140, train_loss=0.647]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.96it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 87.98it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 85.84it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.26it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.13it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.97it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.20it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.47it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.88it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.74it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.27it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.70it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.31it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.45it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.12it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.69it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.40it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.97it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.71it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.04it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.81it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.33it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.09it/s, v_num=ld_2, val_loss=1.140, train_loss=0.843]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.26it/s, v_num=ld_2, val_loss=1.200, train_loss=0.843]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.79it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 87.71it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 85.54it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.17it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.06it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.69it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.57it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.00it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.21it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.73it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.51it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.11it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.78it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.45it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.71it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.41it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.28it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.01it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.96it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.74it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.24it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.03it/s, v_num=ld_2, val_loss=1.200, train_loss=0.664]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.63it/s, v_num=ld_2, val_loss=1.280, train_loss=0.664]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.19it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 90.98it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 88.71it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.59it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.36it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.94it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.15it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.27it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.67it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.44it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.97it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.69it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.29it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.60it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.25it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.66it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.36it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.78it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.48it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.82it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.57it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.65it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.43it/s, v_num=ld_2, val_loss=1.280, train_loss=0.647]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.45it/s, v_num=ld_2, val_loss=1.260, train_loss=0.647]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.05it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 89.67it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 87.45it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.92it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.75it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.49it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.68it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.77it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.19it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.87it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.40it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.64it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.24it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.01it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.68it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.99it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.67it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.91it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.63it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.92it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.67it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.03it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.80it/s, v_num=ld_2, val_loss=1.260, train_loss=0.675]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.44it/s, v_num=ld_2, val_loss=1.450, train_loss=0.675]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.03it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 87.11it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 84.94it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.12it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.98it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.95it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.18it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.83it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.27it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.50it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.04it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.89it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.51it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.22it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.88it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.10it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.81it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.37it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.11it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.44it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.20it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.77it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.56it/s, v_num=ld_2, val_loss=1.450, train_loss=0.630]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.01it/s, v_num=ld_2, val_loss=1.320, train_loss=0.630]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.59it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 87.58it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 85.46it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.59it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.39it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.97it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.15it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.96it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.40it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.28it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.78it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.21it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.78it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.89it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.40it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.85it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.56it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.38it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.27it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.02it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.56it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.34it/s, v_num=ld_2, val_loss=1.320, train_loss=0.661]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.55it/s, v_num=ld_2, val_loss=1.460, train_loss=0.661]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.15it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 90.77it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 88.47it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.43it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.27it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.26it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.48it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.52it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.93it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.20it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.72it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.56it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.16it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.93it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.57it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.10it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.80it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.14it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.88it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.36it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.11it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.58it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.36it/s, v_num=ld_2, val_loss=1.460, train_loss=0.599]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.39it/s, v_num=ld_2, val_loss=1.210, train_loss=0.599]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.95it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 86.64it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 84.52it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.71it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.45it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.64it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.68it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.82it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.40it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.93it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.60it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.20it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.19it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.84it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.41it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.08it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.64it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.38it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.46it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.23it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.70it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.49it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.43it/s, v_num=ld_2, val_loss=1.210, train_loss=0.594]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.02it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 92.52it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 90.14it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.74it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.49it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.25it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.46it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.64it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.98it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.40it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.93it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.96it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.57it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.05it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.71it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.09it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.80it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.79it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.53it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.87it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.64it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.82it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.61it/s, v_num=ld_2, val_loss=1.210, train_loss=0.561]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.18it/s, v_num=ld_2, val_loss=1.570, train_loss=0.561]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.76it/s, v_num=ld_2, val_loss=1.570, train_loss=0.498]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.03it/s, v_num=ld_2, val_loss=1.570, train_loss=0.498]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val            0.899359941482544
      Accuracy_val           0.608433723449707
        val_loss            1.5741811990737915
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model ConcatTabularFeatureMaps

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 55.29it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 54.41it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.56it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.02it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.31it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.92it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.91it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.60it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.02it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.77it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.80it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.59it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.33it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.14it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.80it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.64it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.27it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.12it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.32it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.19it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.79it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.66it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.53it/s, v_num=ld_0, val_loss=2.080]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.24it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 70.80it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 69.33it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.71it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.98it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.94it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.46it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.27it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.85it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.76it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.46it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.15it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.90it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.31it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.09it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.31it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.12it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.09it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.92it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.19it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.03it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.54it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.39it/s, v_num=ld_0, val_loss=2.080, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.80it/s, v_num=ld_0, val_loss=1.560, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.50it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 72.34it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 70.86it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.50it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.72it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.35it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.82it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.94it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.56it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.40it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.10it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.77it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.52it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.95it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.73it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.12it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.93it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.16it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.99it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.01it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.85it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.30it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.16it/s, v_num=ld_0, val_loss=1.560, train_loss=1.820]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.49it/s, v_num=ld_0, val_loss=1.320, train_loss=1.820]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.21it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 71.73it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 70.31it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.46it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.72it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.86it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.37it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.20it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.82it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.66it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.35it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.11it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.86it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.48it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.27it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.46it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.24it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.18it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.97it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.00it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.83it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.04it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.89it/s, v_num=ld_0, val_loss=1.320, train_loss=1.390]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.29it/s, v_num=ld_0, val_loss=1.260, train_loss=1.390]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.98it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 70.76it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 69.31it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.89it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.14it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.66it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.11it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.16it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.79it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.58it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.27it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.50it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.24it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.81it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.59it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.78it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.58it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.86it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.69it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.88it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.71it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.21it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.06it/s, v_num=ld_0, val_loss=1.260, train_loss=0.971]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.82it/s, v_num=ld_0, val_loss=1.240, train_loss=0.971]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.53it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 70.84it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 69.35it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.07it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.34it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.82it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.31it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.10it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.70it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.29it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.97it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.47it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.20it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.68it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.46it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.67it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.48it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.92it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.74it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.05it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.89it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.12it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.95it/s, v_num=ld_0, val_loss=1.240, train_loss=0.818]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.30it/s, v_num=ld_0, val_loss=0.989, train_loss=0.818]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.98it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 66.62it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 65.08it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.41it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.55it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.22it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.75it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.88it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.52it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.69it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.41it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.50it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.26it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.25it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.05it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.84it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.65it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.92it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.75it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.10it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.93it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.65it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.51it/s, v_num=ld_0, val_loss=0.989, train_loss=0.588]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.34it/s, v_num=ld_0, val_loss=1.370, train_loss=0.588]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.05it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 73.10it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 71.58it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.76it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.98it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.87it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.35it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.91it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.51it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.89it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.59it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.90it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.64it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.22it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.00it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.32it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.03it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.34it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.16it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.20it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.05it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.51it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.37it/s, v_num=ld_0, val_loss=1.370, train_loss=0.501]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.35it/s, v_num=ld_0, val_loss=1.120, train_loss=0.501]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.03it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 69.70it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 68.32it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.25it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.52it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.23it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.73it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.18it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.79it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.48it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.17it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.73it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.47it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.49it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.27it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.37it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.18it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.10it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.92it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.20it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.04it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.94it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.78it/s, v_num=ld_0, val_loss=1.120, train_loss=0.410]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.93it/s, v_num=ld_0, val_loss=1.290, train_loss=0.410]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.60it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 70.88it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 69.36it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.67it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.92it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.38it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.87it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.81it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.43it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.96it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.60it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.46it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.17it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.41it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.17it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.55it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.35it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.71it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.53it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.93it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.77it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.24it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.10it/s, v_num=ld_0, val_loss=1.290, train_loss=0.453]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.44it/s, v_num=ld_0, val_loss=1.180, train_loss=0.453]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.13it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 72.63it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 71.13it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.13it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.38it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.80it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.28it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.07it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.67it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.52it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.21it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.78it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.50it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.02it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.79it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.00it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.81it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.12it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.94it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.14it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.98it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.47it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.33it/s, v_num=ld_0, val_loss=1.180, train_loss=0.296]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.49it/s, v_num=ld_0, val_loss=1.170, train_loss=0.296]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.15it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 73.41it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 71.91it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.11it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.35it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.75it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.23it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.16it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.77it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.59it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.28it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.89it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.62it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.96it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.73it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.09it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.89it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.95it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.77it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.99it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.82it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.09it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.92it/s, v_num=ld_0, val_loss=1.170, train_loss=0.234]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.73it/s, v_num=ld_0, val_loss=1.230, train_loss=0.234]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.39it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 70.73it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 69.10it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.09it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.36it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.98it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.11it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.40it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.99it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.48it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.16it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.36it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.06it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.53it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.28it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.66it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.45it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.79it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.61it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.83it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.67it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.31it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.16it/s, v_num=ld_0, val_loss=1.230, train_loss=0.197]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.75it/s, v_num=ld_0, val_loss=1.520, train_loss=0.197]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.44it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 70.86it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 69.20it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.64it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.89it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.55it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.05it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.21it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.81it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.70it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.39it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.94it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.68it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.27it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.05it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.36it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.17it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.52it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.35it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.72it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.56it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.80it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.66it/s, v_num=ld_0, val_loss=1.520, train_loss=0.230]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.73it/s, v_num=ld_0, val_loss=1.200, train_loss=0.230]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.40it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 73.69it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 72.16it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.57it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.79it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.82it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.31it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.32it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.91it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.61it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.29it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.94it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.68it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.81it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.59it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.51it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.32it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.32it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.15it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.47it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.30it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.85it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.70it/s, v_num=ld_0, val_loss=1.200, train_loss=0.188]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.79it/s, v_num=ld_0, val_loss=1.030, train_loss=0.188]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.45it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 71.35it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 69.82it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.80it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.06it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.70it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.16it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.21it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.82it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.45it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.14it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.86it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.57it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.15it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.92it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.85it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.65it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.97it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.80it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.13it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.97it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.56it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.42it/s, v_num=ld_0, val_loss=1.030, train_loss=0.185]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.54it/s, v_num=ld_0, val_loss=1.430, train_loss=0.185]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.23it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 71.07it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 69.45it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.44it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.66it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.50it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.93it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.92it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.52it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.00it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.69it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.96it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.69it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.03it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.80it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.36it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.16it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.40it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.23it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.67it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.52it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.21it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.07it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.09it/s, v_num=ld_0, val_loss=1.310, train_loss=0.131]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.79it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 71.06it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 69.57it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.54it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.77it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.43it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.87it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.95it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.57it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.23it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.91it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.61it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.35it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.06it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.84it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.20it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.99it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.02it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.83it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.40it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.24it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.61it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.47it/s, v_num=ld_0, val_loss=1.310, train_loss=0.0637]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.81it/s, v_num=ld_0, val_loss=1.320, train_loss=0.0637]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.50it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 73.01it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 71.48it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.17it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.38it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.47it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.95it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.02it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.60it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.30it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.98it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.67it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.40it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.74it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.51it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.93it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.74it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.13it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.95it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.01it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.82it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.90it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.75it/s, v_num=ld_0, val_loss=1.320, train_loss=0.042]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.58it/s, v_num=ld_0, val_loss=1.600, train_loss=0.042]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.27it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 73.73it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 72.22it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.79it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.04it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.50it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.98it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.91it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.52it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.09it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.77it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.60it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.34it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.57it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.34it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.62it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.42it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.71it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.53it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.77it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.60it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.07it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.92it/s, v_num=ld_0, val_loss=1.600, train_loss=0.133]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.85it/s, v_num=ld_0, val_loss=1.860, train_loss=0.133]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.53it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 69.81it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 68.44it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.77it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.07it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.75it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.27it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.16it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.76it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.41it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.03it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.08it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.81it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.45it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.24it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.50it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.31it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.93it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.76it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.19it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.04it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.71it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.57it/s, v_num=ld_0, val_loss=1.860, train_loss=0.101]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.95it/s, v_num=ld_0, val_loss=1.590, train_loss=0.101]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.61it/s, v_num=ld_0, val_loss=1.590, train_loss=0.0634]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.16it/s, v_num=ld_0, val_loss=1.590, train_loss=0.0634]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val            0.952337920665741
      Accuracy_val          0.7604790329933167
        val_loss            1.5900628566741943
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 29.97it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 29.40it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 33.01it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 32.70it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 38.18it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 38.03it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 43.21it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 43.07it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 46.71it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 46.57it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 49.58it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 49.46it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 51.82it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 51.71it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.64it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 53.53it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.20it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.11it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.53it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.44it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.67it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.58it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.47it/s, v_num=ld_1, val_loss=2.230]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.28it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 71.94it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 70.49it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.26it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.52it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.49it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.92it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.13it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.73it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.33it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.04it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.59it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.33it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.93it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.72it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.23it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.05it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.19it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.03it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.32it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.16it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.37it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.23it/s, v_num=ld_1, val_loss=2.230, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.67it/s, v_num=ld_1, val_loss=1.780, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.37it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 68.72it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 67.26it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.19it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.46it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.56it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.05it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.83it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.44it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.95it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.63it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.66it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.41it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.90it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.69it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.00it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.80it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.01it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.83it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.17it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.99it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.58it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.45it/s, v_num=ld_1, val_loss=1.780, train_loss=2.010]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.05it/s, v_num=ld_1, val_loss=1.610, train_loss=2.010]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.76it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 72.25it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 70.80it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.60it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.88it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.21it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.68it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.60it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.19it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.66it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.35it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.81it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.54it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.95it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.73it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.92it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.72it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.11it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.95it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.25it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.10it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.24it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.10it/s, v_num=ld_1, val_loss=1.610, train_loss=1.710]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.38it/s, v_num=ld_1, val_loss=1.430, train_loss=1.710]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.08it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 68.03it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 66.63it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.13it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.39it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.11it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.59it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.79it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.40it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.74it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.39it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.93it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.67it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.25it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.02it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.37it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.18it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.26it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.08it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.51it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.35it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.92it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.77it/s, v_num=ld_1, val_loss=1.430, train_loss=1.440]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.30it/s, v_num=ld_1, val_loss=1.200, train_loss=1.440]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.00it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 70.30it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 68.84it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.49it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.77it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.28it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.78it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.00it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.62it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.33it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.03it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.62it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.37it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.81it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.58it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.94it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.75it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.42it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.25it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.99it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.84it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.38it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.24it/s, v_num=ld_1, val_loss=1.200, train_loss=1.330]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.63it/s, v_num=ld_1, val_loss=1.280, train_loss=1.330]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.31it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 71.14it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 69.56it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.07it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.33it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.58it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.09it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.41it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.03it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.47it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.17it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.64it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.39it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.78it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.56it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.50it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.32it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.50it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.33it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.67it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.51it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.75it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.62it/s, v_num=ld_1, val_loss=1.280, train_loss=0.890]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.93it/s, v_num=ld_1, val_loss=0.893, train_loss=0.890]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.63it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 70.88it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 69.49it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.66it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.95it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.59it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.11it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.28it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.91it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.60it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.30it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.40it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.15it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.64it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.42it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.89it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.70it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.01it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.83it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.03it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.88it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.37it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.23it/s, v_num=ld_1, val_loss=0.893, train_loss=0.788]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.46it/s, v_num=ld_1, val_loss=1.080, train_loss=0.788]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.15it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 72.39it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 70.91it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.64it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.92it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.50it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.02it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.74it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.37it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.96it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.60it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.30it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.02it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.95it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.68it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.27it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.03it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.38it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.21it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.35it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.20it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.87it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.74it/s, v_num=ld_1, val_loss=1.080, train_loss=0.660]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.69it/s, v_num=ld_1, val_loss=0.920, train_loss=0.660]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.41it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 73.61it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 72.11it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.56it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.78it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.80it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.28it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.11it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.73it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.41it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.11it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.26it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.99it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.46it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.25it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.36it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.16it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.06it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.87it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.04it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.87it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.45it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.31it/s, v_num=ld_1, val_loss=0.920, train_loss=0.649]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.59it/s, v_num=ld_1, val_loss=0.889, train_loss=0.649]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.24it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 68.30it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 66.90it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.53it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.76it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.87it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.36it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.99it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.57it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.59it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.30it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.78it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.56it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.93it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.74it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.87it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.69it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.51it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.37it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.98it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.84it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.62it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.49it/s, v_num=ld_1, val_loss=0.889, train_loss=0.375]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.74it/s, v_num=ld_1, val_loss=1.080, train_loss=0.375]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.46it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 73.29it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 71.80it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.90it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.13it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.64it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.12it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.31it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.92it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.38it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.06it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.44it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.16it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.39it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.15it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.35it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.15it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.55it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.38it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.62it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.46it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.12it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.96it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.11it/s, v_num=ld_1, val_loss=1.080, train_loss=0.260]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.78it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 68.61it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 66.84it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.37it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.58it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.12it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.55it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.52it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.12it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.29it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.00it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.48it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.21it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.76it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.54it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.05it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.87it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.44it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.27it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.67it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.53it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.26it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.12it/s, v_num=ld_1, val_loss=1.080, train_loss=0.257]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.79it/s, v_num=ld_1, val_loss=1.320, train_loss=0.257]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.49it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 71.15it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 69.71it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.18it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.45it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.70it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.18it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.98it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.60it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.97it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.67it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.34it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.09it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.73it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.51it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.71it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.52it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.95it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.77it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.06it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.90it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.33it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.19it/s, v_num=ld_1, val_loss=1.320, train_loss=0.195]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.46it/s, v_num=ld_1, val_loss=0.836, train_loss=0.195]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.16it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 69.36it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 67.68it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.55it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.74it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.69it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.17it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.85it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.41it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.35it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.99it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.94it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.61it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.88it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.65it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.45it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.27it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.79it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.63it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.33it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.19it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.94it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.81it/s, v_num=ld_1, val_loss=0.836, train_loss=0.155]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.95it/s, v_num=ld_1, val_loss=1.520, train_loss=0.155]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.66it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 72.18it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 70.69it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.25it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.45it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.53it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.71it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.34it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.97it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.33it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.03it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.79it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.55it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.25it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.03it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.52it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.32it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.76it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.58it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.74it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.58it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.22it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.08it/s, v_num=ld_1, val_loss=1.520, train_loss=0.0846]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.57it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0846]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.27it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 73.94it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 72.41it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.09it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.26it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.05it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.54it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.24it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.84it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.38it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.08it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.62it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.36it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.86it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.63it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.89it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.70it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.99it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.81it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.09it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.92it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.03it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.89it/s, v_num=ld_1, val_loss=1.030, train_loss=0.0812]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.89it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0812]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.58it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 67.83it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 66.55it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.72it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.02it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.47it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.99it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.43it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.04it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.06it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.76it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.15it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.90it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.45it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.23it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.75it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.56it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.91it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.73it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.00it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.84it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.37it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.22it/s, v_num=ld_1, val_loss=1.270, train_loss=0.130]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.33it/s, v_num=ld_1, val_loss=1.580, train_loss=0.130]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.02it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 70.56it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 69.17it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.05it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.32it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.20it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.70it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.33it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.94it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.23it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.92it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.99it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.73it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.05it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.84it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.19it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.99it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.52it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.36it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.72it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.57it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.04it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.89it/s, v_num=ld_1, val_loss=1.580, train_loss=0.121]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.12it/s, v_num=ld_1, val_loss=0.952, train_loss=0.121]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.81it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 72.81it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 71.34it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.40it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.63it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.17it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.64it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.54it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.15it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.85it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.54it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.07it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.79it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.22it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.00it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.26it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.06it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.87it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.70it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.97it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.81it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.18it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.04it/s, v_num=ld_1, val_loss=0.952, train_loss=0.177]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.12it/s, v_num=ld_1, val_loss=1.620, train_loss=0.177]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.80it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 73.75it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 72.25it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.05it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.29it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.46it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.89it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.69it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.28it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.91it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.58it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.02it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.75it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.14it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.91it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.42it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.20it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.31it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.14it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.07it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.92it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.41it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.27it/s, v_num=ld_1, val_loss=1.620, train_loss=0.087]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.56it/s, v_num=ld_1, val_loss=1.150, train_loss=0.087]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.18it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 70.48it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 69.06it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.89it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.15it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.41it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.92it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.88it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.48it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.41it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.11it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.67it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.40it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.73it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.50it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.90it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.71it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.08it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.89it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.20it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.04it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.18it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.04it/s, v_num=ld_1, val_loss=1.150, train_loss=0.0508]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.17it/s, v_num=ld_1, val_loss=1.270, train_loss=0.0508]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.88it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 72.38it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 70.89it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.17it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.41it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.27it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.76it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.62it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.23it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.36it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.02it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.26it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.95it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.08it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.84it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.29it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.09it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.32it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.12it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.35it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.19it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.78it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.64it/s, v_num=ld_1, val_loss=1.270, train_loss=0.029]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.99it/s, v_num=ld_1, val_loss=2.170, train_loss=0.029]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.69it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 73.44it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 71.94it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.61it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.86it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.54it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.03it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.89it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.52it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.03it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.71it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.25it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.97it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.37it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.14it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.22it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.02it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.32it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.14it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.30it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.11it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.49it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.34it/s, v_num=ld_1, val_loss=2.170, train_loss=0.0448]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.05it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0448]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.73it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 70.63it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 68.96it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.20it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.41it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.33it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.81it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.02it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.65it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.61it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.31it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.06it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.79it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.20it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.90it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.43it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.24it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.35it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.17it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.42it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.26it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.82it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.68it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0294]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.87it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0294]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.57it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 73.51it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 71.81it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.70it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.90it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.82it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.24it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.05it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.66it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.26it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.95it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.51it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.22it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.73it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.50it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.84it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.64it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.89it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.72it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.76it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.60it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.10it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.95it/s, v_num=ld_1, val_loss=1.600, train_loss=0.0171]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.04it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0171]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.71it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 74.51it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 72.97it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.49it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.71it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.53it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.98it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.63it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.16it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.55it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.22it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.60it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.33it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.73it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.51it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.88it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.69it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.02it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.84it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.71it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.56it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.52it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.38it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0123]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.28it/s, v_num=ld_1, val_loss=1.880, train_loss=0.0123]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.98it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 72.21it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 70.75it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.46it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.69it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.18it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.60it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.06it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.64it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.81it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.46it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.16it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.88it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.17it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.92it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.20it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.00it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.27it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.08it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.30it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.14it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.46it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.31it/s, v_num=ld_1, val_loss=1.880, train_loss=0.00661]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.62it/s, v_num=ld_1, val_loss=1.540, train_loss=0.00661]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.29it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 71.74it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 70.22it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.57it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.85it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.68it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.16it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.01it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.60it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.18it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.87it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.42it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.16it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.60it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.37it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.65it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.45it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.32it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.11it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.26it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.08it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.15it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.99it/s, v_num=ld_1, val_loss=1.540, train_loss=0.0157]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.61it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0157]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.31it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0688]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.89it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0688]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9655187726020813
      Accuracy_val          0.7604790329933167
        val_loss            1.5871963500976562
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 30.38it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 29.90it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 34.18it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 33.89it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 38.85it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 38.70it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 43.96it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 43.83it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 47.77it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 47.65it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 50.71it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 50.60it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.99it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.89it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.48it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.39it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.12it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.03it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.52it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.43it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.87it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.79it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.46it/s, v_num=ld_2, val_loss=2.020]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.26it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 68.34it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 67.01it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.88it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.14it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.58it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.99it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.01it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.58it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.03it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.72it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.55it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.30it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.02it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.83it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.27it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.08it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.71it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.56it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.07it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.93it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.50it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.36it/s, v_num=ld_2, val_loss=2.020, train_loss=2.220]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.24it/s, v_num=ld_2, val_loss=1.440, train_loss=2.220]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.95it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 68.08it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 66.70it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.42it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.76it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.41it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.96it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.18it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.83it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.47it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.18it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.91it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.65it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.89it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.68it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.02it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.83it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.36it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.20it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.89it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.70it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.84it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.69it/s, v_num=ld_2, val_loss=1.440, train_loss=1.820]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.20it/s, v_num=ld_2, val_loss=1.090, train_loss=1.820]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.85it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 64.04it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 62.56it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.75it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.99it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.80it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.30it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.86it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.48it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.47it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.16it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.92it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.65it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.27it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.05it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.33it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.12it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.07it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.89it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.24it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.07it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.58it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.44it/s, v_num=ld_2, val_loss=1.090, train_loss=1.440]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.41it/s, v_num=ld_2, val_loss=0.804, train_loss=1.440]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.11it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 69.30it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 67.85it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.97it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.17it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.87it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.32it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.31it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.92it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.74it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.42it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.97it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.71it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.14it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.88it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.33it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.13it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.50it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.31it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.26it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.09it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.52it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.37it/s, v_num=ld_2, val_loss=0.804, train_loss=0.979]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.12it/s, v_num=ld_2, val_loss=0.860, train_loss=0.979]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.82it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 69.85it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 68.40it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.82it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.05it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.18it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.66it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.23it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.78it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.32it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.00it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.50it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.23it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.81it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.58it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.13it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.94it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.38it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.22it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.64it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.49it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.70it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.55it/s, v_num=ld_2, val_loss=0.860, train_loss=0.754]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.02it/s, v_num=ld_2, val_loss=0.685, train_loss=0.754]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.72it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 73.07it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 71.56it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.58it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.82it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.05it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.55it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.52it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.13it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.56it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.24it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.16it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.90it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.19it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.96it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.19it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.97it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.23it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.05it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.31it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.15it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.53it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.38it/s, v_num=ld_2, val_loss=0.685, train_loss=0.553]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.44it/s, v_num=ld_2, val_loss=0.759, train_loss=0.553]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.12it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 71.38it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 69.93it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.73it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.02it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.98it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.49it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.66it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.28it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.94it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.64it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.26it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.01it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.84it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.55it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.21it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.99it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.14it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.94it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.71it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.52it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.55it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.38it/s, v_num=ld_2, val_loss=0.759, train_loss=0.529]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.38it/s, v_num=ld_2, val_loss=0.749, train_loss=0.529]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.07it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 67.57it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 66.25it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.18it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.46it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.58it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.13it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.80it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.45it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.52it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.23it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.06it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.81it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.42it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.20it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.64it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.45it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.49it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.31it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.59it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.42it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.99it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.85it/s, v_num=ld_2, val_loss=0.749, train_loss=0.304]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.18it/s, v_num=ld_2, val_loss=0.960, train_loss=0.304]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.88it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 70.43it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 68.89it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.51it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.68it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.31it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.78it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.75it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.36it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.15it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.84it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.55it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.29it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.83it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.60it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.01it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.82it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.07it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.89it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.67it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.52it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.51it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.37it/s, v_num=ld_2, val_loss=0.960, train_loss=0.258]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.76it/s, v_num=ld_2, val_loss=0.864, train_loss=0.258]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.46it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 72.50it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 70.84it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.43it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.68it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.09it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.57it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.48it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.08it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.73it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.42it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.82it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.55it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.93it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.71it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.12it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.93it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.28it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.11it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.38it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.19it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.89it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.73it/s, v_num=ld_2, val_loss=0.864, train_loss=0.281]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.76it/s, v_num=ld_2, val_loss=0.619, train_loss=0.281]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.41it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 65.19it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 63.52it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.46it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.65it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.11it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.64it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.52it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.17it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.86it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.58it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.49it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.26it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.31it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.10it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.87it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.69it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.34it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.18it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.80it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.65it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.29it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.16it/s, v_num=ld_2, val_loss=0.619, train_loss=0.207]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.89it/s, v_num=ld_2, val_loss=0.724, train_loss=0.207]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.59it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 74.09it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 72.57it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.07it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.30it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.67it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.15it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.87it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.44it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.56it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.24it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.65it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.39it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.79it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.56it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.31it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.11it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.39it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.22it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.44it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.28it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.72it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.58it/s, v_num=ld_2, val_loss=0.724, train_loss=0.162]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.48it/s, v_num=ld_2, val_loss=0.931, train_loss=0.162]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.10it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 72.58it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 71.10it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.32it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.55it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.11it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.56it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.25it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.85it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.40it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.08it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.88it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.61it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.86it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.64it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.58it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.38it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.35it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.14it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.29it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.13it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.44it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.29it/s, v_num=ld_2, val_loss=0.931, train_loss=0.148]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.39it/s, v_num=ld_2, val_loss=0.734, train_loss=0.148]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.08it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 69.73it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 68.06it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.48it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.69it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.56it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.03it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.42it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.04it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.95it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.64it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.25it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.98it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.30it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.07it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.46it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.26it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.73it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.54it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.66it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.50it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.97it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.83it/s, v_num=ld_2, val_loss=0.734, train_loss=0.0891]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.35it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0891]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.03it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 71.73it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 70.20it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.36it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.60it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.14it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.63it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.74it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.35it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.00it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.69it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.33it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.05it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.48it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.24it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.65it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.46it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.75it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.57it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.86it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.70it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.97it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.83it/s, v_num=ld_2, val_loss=0.843, train_loss=0.0827]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.92it/s, v_num=ld_2, val_loss=0.928, train_loss=0.0827]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.60it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 73.01it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 71.52it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.12it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.31it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.01it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.48it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.15it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.75it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.38it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.06it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.14it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.86it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.30it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.07it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.40it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.20it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.52it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.33it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.54it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.38it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.75it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.60it/s, v_num=ld_2, val_loss=0.928, train_loss=0.119]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.78it/s, v_num=ld_2, val_loss=1.060, train_loss=0.119]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.45it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 72.78it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 71.28it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.13it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.40it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.25it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.73it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.58it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.19it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.95it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.63it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.86it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.60it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.20it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.98it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.80it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.61it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.03it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.86it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.21it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.03it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.40it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.25it/s, v_num=ld_2, val_loss=1.060, train_loss=0.0668]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.60it/s, v_num=ld_2, val_loss=0.970, train_loss=0.0668]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.28it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 71.39it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 69.93it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.58it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.83it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.50it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.97it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.65it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.24it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.86it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.54it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.76it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.47it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.77it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.53it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.96it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.75it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.87it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.69it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.04it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.88it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.26it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.11it/s, v_num=ld_2, val_loss=0.970, train_loss=0.100]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.53it/s, v_num=ld_2, val_loss=1.070, train_loss=0.100]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.23it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 72.14it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 70.63it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.52it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.76it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.78it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.27it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.51it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.13it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.95it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.64it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.87it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.61it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.93it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.58it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.97it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.78it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.82it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.63it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.68it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.51it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.98it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.82it/s, v_num=ld_2, val_loss=1.070, train_loss=0.160]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.91it/s, v_num=ld_2, val_loss=0.923, train_loss=0.160]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.58it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 70.48it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 68.87it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.80it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.04it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.63it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.11it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.09it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.68it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.48it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.15it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.86it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.61it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.87it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.64it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.11it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.91it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.35it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.18it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.45it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.28it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.44it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.29it/s, v_num=ld_2, val_loss=0.923, train_loss=0.136]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.58it/s, v_num=ld_2, val_loss=1.000, train_loss=0.136]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.25it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 70.76it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 69.27it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.23it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.45it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.50it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.97it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.21it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.81it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.57it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.25it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.60it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.34it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.09it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.88it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.64it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.45it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.04it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.86it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.21it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.06it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.70it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.56it/s, v_num=ld_2, val_loss=1.000, train_loss=0.254]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.12it/s, v_num=ld_2, val_loss=0.861, train_loss=0.254]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.80it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 71.43it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 69.97it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.91it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.18it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.94it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.43it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.46it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.08it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.16it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.87it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.38it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.11it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.48it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.24it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.11it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.91it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.16it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.99it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.28it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.11it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.50it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.36it/s, v_num=ld_2, val_loss=0.861, train_loss=0.322]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.48it/s, v_num=ld_2, val_loss=0.737, train_loss=0.322]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.17it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 70.54it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 68.93it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.91it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.11it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.17it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.66it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.41it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.00it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.66it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.34it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.98it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.69it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.27it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.04it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.57it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.37it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.50it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.33it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.74it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.59it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.04it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.88it/s, v_num=ld_2, val_loss=0.737, train_loss=0.247]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.18it/s, v_num=ld_2, val_loss=1.100, train_loss=0.247]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.85it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 72.21it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 70.55it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.66it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.90it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.30it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.75it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.45it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.06it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.55it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.24it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.48it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.09it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.58it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.35it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.63it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.42it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.57it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.39it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.45it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.29it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.72it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.56it/s, v_num=ld_2, val_loss=1.100, train_loss=0.125]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.41it/s, v_num=ld_2, val_loss=0.779, train_loss=0.125]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.08it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 71.06it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 69.58it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.39it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.61it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.00it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.50it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.65it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.24it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.06it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.76it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.58it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.33it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.85it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.62it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.03it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.84it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.31it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.13it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.46it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.30it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.63it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.49it/s, v_num=ld_2, val_loss=0.779, train_loss=0.153]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.82it/s, v_num=ld_2, val_loss=1.010, train_loss=0.153]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.49it/s, v_num=ld_2, val_loss=1.010, train_loss=0.190]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.04it/s, v_num=ld_2, val_loss=1.010, train_loss=0.190]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9670690298080444
      Accuracy_val          0.7891566157341003
        val_loss            1.0084683895111084
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model ConcatTabularData

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 72.65it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 71.15it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.55it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.61it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.51it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.81it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.49it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.93it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.37it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.92it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.80it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.41it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.42it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.08it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.27it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.97it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.94it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.67it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.96it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.72it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.70it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.48it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.36it/s, v_num=ld_0, val_loss=2.320]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.95it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 97.16it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 94.54it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.37it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.02it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.65it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.74it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.66it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.94it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.71it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.13it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.96it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.49it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.98it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.57it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.01it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.65it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.72it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.39it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.75it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.47it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.28it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.02it/s, v_num=ld_0, val_loss=2.320, train_loss=20.60]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.83it/s, v_num=ld_0, val_loss=2.310, train_loss=20.60]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.39it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 99.16it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 96.42it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.00it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.59it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.13it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.20it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.94it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.25it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.22it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.66it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.60it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.12it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.82it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.35it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.61it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.26it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.78it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.44it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.16it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.82it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.64it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.33it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.80it/s, v_num=ld_0, val_loss=2.310, train_loss=3.480]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.32it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 94.04it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 91.20it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.08it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.62it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.03it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.09it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.62it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.94it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.05it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.54it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.89it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.47it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.58it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.20it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.10it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.78it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.67it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.38it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.17it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.91it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.64it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.39it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.10it/s, v_num=ld_0, val_loss=2.310, train_loss=2.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.67it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 97.66it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 95.01it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.88it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.51it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.50it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.56it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.97it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.26it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.16it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.60it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.64it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.17it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.81it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.42it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.19it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.84it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.32it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.01it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.52it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.23it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.39it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.12it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.64it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.17it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 93.98it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 91.40it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.12it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.82it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.32it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.43it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.95it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.26it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.63it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.07it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.10it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.63it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.87it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.44it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.64it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.29it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.96it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.65it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.20it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.93it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.63it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.38it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.90it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.49it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 97.86it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 95.20it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.46it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.03it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.74it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.83it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.57it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.88it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.81it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.24it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.01it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.53it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.87it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.44it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.96it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.60it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.56it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.24it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.71it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.42it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.06it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.80it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.47it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.01it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 95.45it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 92.91it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.29it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.96it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.89it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.96it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.77it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.11it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.38it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.82it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.78it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.30it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.11it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.68it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.28it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.93it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.95it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.49it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.57it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.30it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.86it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.61it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.69it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.27it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 98.29it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 95.66it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.73it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.22it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.88it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.95it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.50it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.76it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.07it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.51it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.45it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.96it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.52it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.11it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.66it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.31it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.69it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.38it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.84it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.55it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.91it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.65it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.06it/s, v_num=ld_0, val_loss=2.300, train_loss=2.260]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.60it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 99.31it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 96.61it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.69it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.14it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.99it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.04it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.52it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.75it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.34it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.77it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.09it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.61it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.33it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.92it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.23it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.83it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.38it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.06it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.61it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.31it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.79it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.52it/s, v_num=ld_0, val_loss=2.300, train_loss=2.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.89it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.45it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 89.44it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 87.00it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.28it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.07it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.80it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.86it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.21it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.55it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.18it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.62it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.86it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.40it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.28it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.88it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.20it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.85it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.59it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.28it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.12it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.85it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.36it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.11it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.86it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.29it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 98.14it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 95.51it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.43it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.09it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.16it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.26it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.17it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.44it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.16it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.61it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.64it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.16it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.93it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.54it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.29it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.92it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.96it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.65it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.07it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.77it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.42it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.17it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.95it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.47it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 96.76it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 94.16it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.02it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.65it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.66it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.76it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.31it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.63it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.85it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.30it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.34it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.87it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.71it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.31it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.99it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.64it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.16it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.85it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.17it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.89it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.26it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.97it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.24it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.76it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 96.61it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 94.03it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.49it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.08it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.27it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.29it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.52it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.77it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.81it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.25it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.66it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.14it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.99it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.50it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.19it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.78it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.26it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.89it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.00it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.69it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.09it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.84it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.77it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.34it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 98.46it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 95.79it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.73it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.34it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.32it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.37it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.64it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.92it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.61it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.03it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.27it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.79it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.50it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.08it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.59it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.22it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.62it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.25it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.67it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.38it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.99it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.72it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.02it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.56it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 94.97it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 92.44it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.74it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.36it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.09it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.06it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.42it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.72it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.05it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.50it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.69it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.22it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.05it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.65it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.02it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.66it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.27it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.97it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.53it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.25it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.61it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.35it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.05it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.59it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 94.43it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 91.97it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.23it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.91it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.11it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.22it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.37it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.69it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.87it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.32it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.18it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.71it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.52it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.11it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.69it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.33it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.65it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.34it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.84it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.56it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.28it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.03it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.64it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.17it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 100.12it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 97.37it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.08it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.64it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.93it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.90it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.18it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.47it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.57it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.96it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.73it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.25it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.06it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.65it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.12it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.76it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.36it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.04it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.02it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.69it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.40it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.14it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.65it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.19it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 101.04it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 97.97it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.19it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.77it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.37it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.35it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.20it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.43it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.56it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.97it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.80it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.31it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.81it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.38it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.75it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.38it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.69it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.36it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.14it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.85it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.05it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.76it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.71it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.23it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 92.68it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 90.20it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.67it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.37it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.26it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.37it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.88it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.21it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.62it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.08it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.49it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.02it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.02it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.62it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.36it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.01it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.58it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.26it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.66it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.38it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.06it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.80it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.42it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.93it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 95.77it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 92.96it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.03it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.69it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.24it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.22it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.81it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.12it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.45it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.86it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.89it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.42it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.19it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.79it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.04it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.68it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.22it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.90it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.38it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.09it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.76it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.50it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.92it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.43it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 98.07it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 95.15it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.26it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.93it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.43it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.52it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.98it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.27it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.79it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.32it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.58it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.08it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.18it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.79it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.77it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.41it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.89it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.58it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.18it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.89it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.44it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.17it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.04it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.57it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 98.58it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 95.88it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.10it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.74it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.04it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.11it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.65it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.96it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.95it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.40it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.81it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.35it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.79it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.38it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.54it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.19it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.79it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.48it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.72it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.44it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.94it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.68it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.21it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.75it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 99.11it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 96.31it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.84it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.51it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.53it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.21it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.89it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.17it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.13it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.52it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.68it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.19it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.12it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.73it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.25it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.87it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.43it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.12it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.72it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.42it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.79it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.53it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.35it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.89it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.10it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val                   0.5
      Accuracy_val          0.10179640352725983
        val_loss             2.312932252883911
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 34.76it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 34.13it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 39.92it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 39.49it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 43.83it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 43.50it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 47.97it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 47.81it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.49it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.33it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.99it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.84it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.76it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.62it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.96it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.81it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.39it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.26it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.35it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.23it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.44it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.32it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.73it/s, v_num=ld_1, val_loss=3.880]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.48it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 79.08it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 77.31it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.75it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.73it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.32it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.60it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.18it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.62it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.95it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.47it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.17it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.74it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.80it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.43it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.60it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.28it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.86it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.57it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.48it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.22it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.11it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.87it/s, v_num=ld_1, val_loss=3.880, train_loss=21.20]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.18it/s, v_num=ld_1, val_loss=2.300, train_loss=21.20]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.75it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 94.62it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 92.11it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.76it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.44it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.64it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.72it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.40it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.73it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.97it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.42it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.53it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.08it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.00it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.60it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.21it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.85it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.30it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.99it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.08it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.81it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.40it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.15it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.16it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.74it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 97.17it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 94.60it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.48it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.06it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.67it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.71it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.61it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.88it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.80it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.79it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.32it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.05it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.64it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.12it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.76it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.37it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.05it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.57it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.29it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.48it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.51it/s, v_num=ld_1, val_loss=2.300, train_loss=2.460]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.10it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 99.80it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 97.07it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.16it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.77it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.40it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.61it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.89it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.75it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.13it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.47it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.97it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.56it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.16it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.37it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.87it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.55it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.06it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.78it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.17it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.90it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.85it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 91.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 88.92it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.62it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.35it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.16it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.29it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.13it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.46it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.93it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.40it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.52it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.08it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.00it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.61it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.02it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.68it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.94it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.53it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.26it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.95it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.70it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.55it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.10it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 96.83it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 94.25it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.84it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.55it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.54it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.68it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.70it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.03it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.65it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.39it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.92it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.61it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.21it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.80it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.46it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.41it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.98it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.70it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.36it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.10it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.82it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.34it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 97.95it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 95.11it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.15it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.81it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.78it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.79it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.51it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.83it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.87it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.30it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.91it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.44it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.27it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.84it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.97it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.35it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.03it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.15it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.87it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.48it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.63it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.18it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 91.01it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 88.52it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.06it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.76it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.92it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.04it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.99it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.93it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.40it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.27it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.82it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.89it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.50it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.63it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.25it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.21it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.83it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.28it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.96it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.87it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.59it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.97it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.48it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 85.15it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 82.69it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.49it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.52it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.60it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.01it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.36it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.08it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.55it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.10it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.64it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.69it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.29it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.86it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.51it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.04it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.41it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.14it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.96it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.84it/s, v_num=ld_1, val_loss=2.300, train_loss=2.330]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.40it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 94.45it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 91.95it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.61it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.30it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.86it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.96it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.36it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.67it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.66it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.12it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.97it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.50it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.16it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.75it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.08it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.31it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.00it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.43it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.15it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.85it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.60it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.03it/s, v_num=ld_1, val_loss=2.300, train_loss=2.360]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.58it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 88.53it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 86.13it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.02it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.84it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.15it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.32it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.51it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.88it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.89it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.37it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.28it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.20it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.82it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.62it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.25it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.32it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.01it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.64it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.13it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.88it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.77it/s, v_num=ld_1, val_loss=2.300, train_loss=2.380]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.32it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 100.12it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 97.38it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.70it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.28it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.14it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.22it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.66it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.99it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.87it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.20it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.75it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.21it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.82it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.47it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.12it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.74it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.43it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.69it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.42it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.83it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.57it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.85it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.39it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 98.47it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 95.81it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.71it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.34it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.48it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.44it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.09it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.25it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.20it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.62it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.37it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.90it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.39it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.94it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.47it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.11it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.53it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.22it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.88it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.62it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.31it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.07it/s, v_num=ld_1, val_loss=2.290, train_loss=2.320]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.58it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.16it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 98.89it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 96.20it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.01it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.53it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.18it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.62it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.88it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.76it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.20it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.80it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.28it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.75it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.32it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.99it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.61it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.42it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.07it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.93it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.59it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.30it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.25it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.80it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 95.82it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 93.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.65it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.28it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.10it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.22it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.49it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.82it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.21it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.67it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.88it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.43it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.27it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.88it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.14it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.77it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.36it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.05it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.60it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.32it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.75it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.50it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.97it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.52it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 97.88it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 95.28it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.92it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.61it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.04it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.10it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.42it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.76it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.58it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.98it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.78it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.94it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.65it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.31it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.59it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.26it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.88it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.61it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.41it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.16it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.00it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.54it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 98.87it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 96.20it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.02it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.63it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.11it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.16it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.37it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.68it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.68it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.13it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.07it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.60it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.32it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.92it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.49it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.14it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.62it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.31it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.39it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.11it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.76it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.50it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.96it/s, v_num=ld_1, val_loss=2.250, train_loss=2.290]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.49it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 98.34it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 95.37it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.17it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.70it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.46it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.54it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.61it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.92it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.16it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.62it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.61it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.14it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.88it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.49it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.15it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.80it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.12it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.81it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.30it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.02it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.76it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.40it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.88it/s, v_num=ld_1, val_loss=2.250, train_loss=2.280]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.40it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 95.37it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 92.59it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.98it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.36it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.92it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.98it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.59it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.79it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.68it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.11it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.68it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.21it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.07it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.65it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.86it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.46it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.84it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.52it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.22it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.95it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.84it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.60it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.48it/s, v_num=ld_1, val_loss=2.250, train_loss=2.270]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.05it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 95.36it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 92.84it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.41it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.05it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.78it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.86it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.92it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.23it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.32it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.78it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.62it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.16it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.01it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.61it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.90it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.56it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.27it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.96it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.50it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.22it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.78it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.52it/s, v_num=ld_1, val_loss=2.250, train_loss=2.230]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.98it/s, v_num=ld_1, val_loss=2.190, train_loss=2.230]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.50it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 96.30it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 93.77it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.71it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.40it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.18it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.30it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.06it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.39it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.74it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.20it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.82it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.37it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.23it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.84it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.42it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.07it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.32it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.02it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.50it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.22it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.95it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.68it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.37it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.93it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 100.22it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 97.48it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.61it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.19it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.67it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.72it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.59it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.89it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.87it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.30it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.19it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.70it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.10it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.69it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.17it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.82it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.32it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.01it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.25it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.96it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.55it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.29it/s, v_num=ld_1, val_loss=2.190, train_loss=2.240]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.82it/s, v_num=ld_1, val_loss=2.240, train_loss=2.240]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.37it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 99.94it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 97.23it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.09it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.68it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.09it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.14it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.92it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.20it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.31it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.75it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.48it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.01it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.52it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.12it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.72it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.37it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.79it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.48it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.89it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.61it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.93it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.67it/s, v_num=ld_1, val_loss=2.240, train_loss=2.200]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.68it/s, v_num=ld_1, val_loss=2.230, train_loss=2.200]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.20it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 97.23it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 94.65it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.70it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.75it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.17it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.28it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.98it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.30it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.88it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.28it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.31it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.84it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.77it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.38it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.01it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.66it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.28it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.97it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.45it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.17it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.91it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.66it/s, v_num=ld_1, val_loss=2.230, train_loss=2.250]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.39it/s, v_num=ld_1, val_loss=2.180, train_loss=2.250]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.91it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 96.96it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 94.36it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.67it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.33it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.79it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.84it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.31it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.61it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.11it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.56it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.20it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.74it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.40it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.00it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.17it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.82it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.43it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.12it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.56it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.28it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.82it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.57it/s, v_num=ld_1, val_loss=2.180, train_loss=2.230]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.14it/s, v_num=ld_1, val_loss=2.190, train_loss=2.230]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.64it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 99.42it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 96.57it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.34it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.96it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.22it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.30it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.30it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.62it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.12it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.53it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.21it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.76it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.68it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.29it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.14it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.80it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.19it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.89it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.45it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.17it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.79it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.54it/s, v_num=ld_1, val_loss=2.190, train_loss=2.220]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.54it/s, v_num=ld_1, val_loss=2.170, train_loss=2.220]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.10it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 97.93it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 95.32it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.76it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.40it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.39it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.48it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.18it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.50it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.78it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.22it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.95it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.43it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.03it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.62it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.79it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.43it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.66it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.35it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.38it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.10it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.84it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.59it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.30it/s, v_num=ld_1, val_loss=2.170, train_loss=2.230]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.78it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 99.49it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 96.59it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.09it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.69it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.46it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.42it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.25it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.56it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.05it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.52it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.56it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.12it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.96it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.57it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.16it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.83it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.29it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.99it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.92it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.58it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.73it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.46it/s, v_num=ld_1, val_loss=2.170, train_loss=2.160]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.58it/s, v_num=ld_1, val_loss=2.140, train_loss=2.160]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.10it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 87.31it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 84.52it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.91it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.61it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.06it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.23it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.35it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.74it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.04it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.54it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.76it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.34it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.70it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.34it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.53it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.19it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.13it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.85it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.31it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.08it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.99it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.75it/s, v_num=ld_1, val_loss=2.140, train_loss=2.120]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.06it/s, v_num=ld_1, val_loss=2.150, train_loss=2.120]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.60it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 94.94it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 92.17it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.58it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.26it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.04it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.08it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.61it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.92it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.95it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.40it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.14it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.67it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.11it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.66it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.78it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.36it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.78it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.47it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.97it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.70it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.41it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.14it/s, v_num=ld_1, val_loss=2.150, train_loss=2.180]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.03it/s, v_num=ld_1, val_loss=2.170, train_loss=2.180]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.58it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 99.24it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 96.54it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.41it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.05it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.66it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.79it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.04it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.30it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.94it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.40it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.58it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.87it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.31it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.91it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.18it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.84it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.92it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.61it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.75it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.47it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.76it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.48it/s, v_num=ld_1, val_loss=2.170, train_loss=2.100]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.56it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.12it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 95.69it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 93.12it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.68it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.31it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.50it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.61it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.60it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.88it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.14it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.59it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.51it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.03it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.39it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.98it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.46it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.11it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.60it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.29it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.49it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.20it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.87it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.61it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.29it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.84it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 98.51it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 95.80it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.41it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.03it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.39it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.33it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.11it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.40it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.87it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.27it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.28it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.81it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.66it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.24it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.05it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.71it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.32it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.99it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.51it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.24it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.50it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.21it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.13it/s, v_num=ld_1, val_loss=2.150, train_loss=2.110]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.68it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 97.35it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 94.74it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.47it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.04it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.93it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.00it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.56it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.84it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.92it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.36it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.72it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.24it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.92it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.52it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.14it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.79it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.24it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.92it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.31it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.02it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.47it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.20it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.69it/s, v_num=ld_1, val_loss=2.160, train_loss=2.090]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.22it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 94.92it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 92.37it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.25it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.94it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.51it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.61it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.29it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.62it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.75it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.20it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.06it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.59it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.07it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.67it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.71it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.36it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.96it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.65it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.96it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.68it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.45it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.20it/s, v_num=ld_1, val_loss=2.160, train_loss=2.130]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.83it/s, v_num=ld_1, val_loss=2.130, train_loss=2.130]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.40it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 100.12it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 97.33it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.70it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.31it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.17it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.25it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.37it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.67it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.19it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.60it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.46it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.99it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.80it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.40it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.26it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.81it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.31it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.96it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.34it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.04it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.14it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.86it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.30it/s, v_num=ld_1, val_loss=2.140, train_loss=2.060]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.75it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 88.52it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 86.22it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.39it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.14it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.48it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.60it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.81it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.13it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.85it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.32it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.58it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.11it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.10it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.72it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.60it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.26it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.65it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.35it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.58it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.29it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.11it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.87it/s, v_num=ld_1, val_loss=2.140, train_loss=2.090]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.97it/s, v_num=ld_1, val_loss=2.150, train_loss=2.090]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.52it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 99.54it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 96.83it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.40it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.01it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.46it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.50it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.47it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.75it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.87it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.31it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.88it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.41it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.10it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.70it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.22it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.86it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.32it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.01it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.45it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.17it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.53it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.27it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.82it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.36it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 99.02it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 96.36it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.74it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.37it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.50it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.57it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.01it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.32it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.11it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.56it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.68it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.23it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.83it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.45it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.35it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.01it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.76it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.46it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.91it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.63it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.36it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.09it/s, v_num=ld_1, val_loss=2.150, train_loss=2.100]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.01it/s, v_num=ld_1, val_loss=2.210, train_loss=2.100]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.56it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 94.94it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 92.40it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.86it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.40it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.40it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.48it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.99it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.29it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.45it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.89it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.46it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.90it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.41it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.01it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.60it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.20it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.78it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.42it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.83it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.53it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.16it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.89it/s, v_num=ld_1, val_loss=2.210, train_loss=2.120]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.58it/s, v_num=ld_1, val_loss=2.150, train_loss=2.120]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.08it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 90.96it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 88.43it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.78it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.54it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.09it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.25it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.68it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.03it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.42it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.90it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.88it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.43it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.43it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.04it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.83it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.49it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.69it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.22it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.48it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.21it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.70it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.46it/s, v_num=ld_1, val_loss=2.150, train_loss=2.150]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.85it/s, v_num=ld_1, val_loss=2.160, train_loss=2.150]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.39it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 100.71it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 97.79it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.50it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.09it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.82it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.83it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.02it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.33it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.36it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.77it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.57it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.10it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.61it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.20it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.63it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.27it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.50it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.18it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.34it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.06it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.71it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.45it/s, v_num=ld_1, val_loss=2.160, train_loss=2.050]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.59it/s, v_num=ld_1, val_loss=2.130, train_loss=2.050]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.14it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 97.32it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 94.71it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.47it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.10it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.08it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.16it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.36it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.67it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.17it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.62it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.54it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.08it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.36it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.97it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.77it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.41it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.50it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.18it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.69it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.39it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.81it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.56it/s, v_num=ld_1, val_loss=2.130, train_loss=2.060]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.38it/s, v_num=ld_1, val_loss=2.110, train_loss=2.060]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.92it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 97.09it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 94.35it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.99it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.64it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.03it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.06it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.46it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.77it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.77it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.21it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.29it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.82it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.67it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.25it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.79it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.44it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.90it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.59it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.94it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.66it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.17it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.92it/s, v_num=ld_1, val_loss=2.110, train_loss=2.070]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.62it/s, v_num=ld_1, val_loss=2.080, train_loss=2.070]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.17it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 93.35it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 90.89it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.86it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.60it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.69it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.82it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.42it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.76it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.48it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.01it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.03it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.59it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.56it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.17it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.59it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.25it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.02it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.72it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.26it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.99it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.41it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.19it/s, v_num=ld_1, val_loss=2.080, train_loss=2.050]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.62it/s, v_num=ld_1, val_loss=2.390, train_loss=2.050]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.15it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 98.55it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 95.67it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.32it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.97it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.08it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.15it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.52it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.81it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.76it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.14it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.01it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.55it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.28it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.85it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.73it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.38it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.03it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.71it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.24it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.96it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.35it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.96it/s, v_num=ld_1, val_loss=2.390, train_loss=1.990]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.68it/s, v_num=ld_1, val_loss=2.150, train_loss=1.990]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.23it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 95.39it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 92.88it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.72it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.42it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.82it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.95it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.61it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.92it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.84it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.26it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.61it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.12it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.45it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.00it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.55it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.19it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.74it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.43it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.58it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.30it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.02it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.76it/s, v_num=ld_1, val_loss=2.150, train_loss=2.070]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.80it/s, v_num=ld_1, val_loss=2.140, train_loss=2.070]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.35it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:   9%|โ–‰         | 1/11 [00:00<00:00, 97.84it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:   9%|โ–‰         | 1/11 [00:00<00:00, 95.20it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.21it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.74it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.66it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.70it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.63it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.90it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.27it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.72it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.68it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.21it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.08it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.61it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.25it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.85it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.89it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.54it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.73it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.41it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.08it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.79it/s, v_num=ld_1, val_loss=2.140, train_loss=2.010]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.51it/s, v_num=ld_1, val_loss=2.110, train_loss=2.010]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.03it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 48:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:   9%|โ–‰         | 1/11 [00:00<00:00, 92.45it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:   9%|โ–‰         | 1/11 [00:00<00:00, 89.98it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.76it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.33it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.12it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.20it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.87it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.18it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.68it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.11it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.80it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.29it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.45it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.06it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.92it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.60it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.41it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.12it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.73it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.47it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.34it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.08it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.13it/s, v_num=ld_1, val_loss=2.060, train_loss=2.020]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.66it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 49:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:   9%|โ–‰         | 1/11 [00:00<00:00, 90.88it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:   9%|โ–‰         | 1/11 [00:00<00:00, 88.49it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.81it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.26it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.37it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.51it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.96it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.32it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.02it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.51it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.99it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.56it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.57it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.20it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.89it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.56it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.39it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.08it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.66it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.39it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.24it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.97it/s, v_num=ld_1, val_loss=2.060, train_loss=1.920]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.90it/s, v_num=ld_1, val_loss=2.070, train_loss=1.920]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.45it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 50:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:   9%|โ–‰         | 1/11 [00:00<00:00, 98.08it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:   9%|โ–‰         | 1/11 [00:00<00:00, 95.42it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.69it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.30it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.90it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.99it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.75it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.05it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.18it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.62it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.26it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.78it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.29it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.87it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.08it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.57it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.55it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.24it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.78it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.50it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.81it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.55it/s, v_num=ld_1, val_loss=2.070, train_loss=1.870]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.07it/s, v_num=ld_1, val_loss=1.980, train_loss=1.870]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.63it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 51:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:   9%|โ–‰         | 1/11 [00:00<00:00, 93.99it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:   9%|โ–‰         | 1/11 [00:00<00:00, 91.33it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.17it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.84it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.60it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.62it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.10it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.41it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.50it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.94it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.90it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.44it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.76it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.34it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.65it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.29it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.68it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.36it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.48it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.21it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.94it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.69it/s, v_num=ld_1, val_loss=1.980, train_loss=1.850]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.70it/s, v_num=ld_1, val_loss=1.940, train_loss=1.850]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.27it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 52:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:   9%|โ–‰         | 1/11 [00:00<00:00, 99.35it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:   9%|โ–‰         | 1/11 [00:00<00:00, 96.64it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.39it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.99it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.89it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.95it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.17it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.47it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.83it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.28it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.10it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.63it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.34it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.93it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.40it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.05it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.44it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.13it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.58it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.27it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.56it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.29it/s, v_num=ld_1, val_loss=1.940, train_loss=1.810]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.65it/s, v_num=ld_1, val_loss=2.040, train_loss=1.810]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.16it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 53:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:   9%|โ–‰         | 1/11 [00:00<00:00, 100.07it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:   9%|โ–‰         | 1/11 [00:00<00:00, 97.34it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.47it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.07it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.92it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.98it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.15it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.44it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.84it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.26it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.29it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.81it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.90it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.32it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.21it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.85it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.96it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.66it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.95it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.67it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.09it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.84it/s, v_num=ld_1, val_loss=2.040, train_loss=1.790]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.68it/s, v_num=ld_1, val_loss=2.010, train_loss=1.790]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.20it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 54:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:   9%|โ–‰         | 1/11 [00:00<00:00, 93.00it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:   9%|โ–‰         | 1/11 [00:00<00:00, 90.55it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.12it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.84it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.85it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.95it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.17it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.49it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.50it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.93it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.57it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.09it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.41it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.00it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.94it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.59it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.08it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.76it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.98it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.68it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.20it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.92it/s, v_num=ld_1, val_loss=2.010, train_loss=1.840]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.61it/s, v_num=ld_1, val_loss=1.990, train_loss=1.840]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.16it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 55:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:   9%|โ–‰         | 1/11 [00:00<00:00, 95.36it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:   9%|โ–‰         | 1/11 [00:00<00:00, 92.80it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.28it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.90it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.16it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.24it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.73it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.04it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.38it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.83it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.56it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.08it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.36it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.96it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.62it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.28it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.56it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.25it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.87it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.59it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.30it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.03it/s, v_num=ld_1, val_loss=1.990, train_loss=1.740]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.19it/s, v_num=ld_1, val_loss=2.030, train_loss=1.740]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.71it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 56:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:   9%|โ–‰         | 1/11 [00:00<00:00, 89.16it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:   9%|โ–‰         | 1/11 [00:00<00:00, 86.76it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.98it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.68it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.48it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.52it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.86it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.16it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.47it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.91it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.74it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.19it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.44it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.97it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.06it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.69it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.84it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.52it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.84it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.57it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.61it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.37it/s, v_num=ld_1, val_loss=2.030, train_loss=1.760]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.05it/s, v_num=ld_1, val_loss=2.110, train_loss=1.760]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.65it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 57:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:   9%|โ–‰         | 1/11 [00:00<00:00, 92.17it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:   9%|โ–‰         | 1/11 [00:00<00:00, 89.75it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.62it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.18it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.06it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.19it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.68it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.99it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.92it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.25it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.16it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.62it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.39it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.01it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.69it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.35it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.74it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.44it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.66it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.39it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.84it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.60it/s, v_num=ld_1, val_loss=2.110, train_loss=1.710]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.34it/s, v_num=ld_1, val_loss=1.920, train_loss=1.710]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.92it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 58:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:   9%|โ–‰         | 1/11 [00:00<00:00, 98.30it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:   9%|โ–‰         | 1/11 [00:00<00:00, 95.58it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.73it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.36it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.12it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.19it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.06it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.36it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.10it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.55it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.86it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.39it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.15it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.75it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.39it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.05it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.51it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.21it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.67it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.40it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.87it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.62it/s, v_num=ld_1, val_loss=1.920, train_loss=1.870]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.15it/s, v_num=ld_1, val_loss=1.860, train_loss=1.870]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.69it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 59:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:   9%|โ–‰         | 1/11 [00:00<00:00, 94.72it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:   9%|โ–‰         | 1/11 [00:00<00:00, 92.26it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.45it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.14it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.14it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.25it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.10it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.43it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.70it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.16it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.86it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.40it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.12it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.69it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.48it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.10it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.99it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.65it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.87it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.58it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.16it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.91it/s, v_num=ld_1, val_loss=1.860, train_loss=1.680]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.99it/s, v_num=ld_1, val_loss=1.900, train_loss=1.680]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.57it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 60:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:   9%|โ–‰         | 1/11 [00:00<00:00, 96.05it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:   9%|โ–‰         | 1/11 [00:00<00:00, 93.46it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.45it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.17it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.82it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.88it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.50it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.85it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.25it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.67it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.74it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.29it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.03it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.61it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.26it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.92it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.65it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.35it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.59it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.32it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.54it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.28it/s, v_num=ld_1, val_loss=1.900, train_loss=1.690]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.00it/s, v_num=ld_1, val_loss=1.960, train_loss=1.690]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.53it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 61:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:   9%|โ–‰         | 1/11 [00:00<00:00, 93.64it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:   9%|โ–‰         | 1/11 [00:00<00:00, 90.95it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.88it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.64it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.38it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.54it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.08it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.44it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.68it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.16it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.13it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.69it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.26it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.87it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.14it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.79it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.28it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.98it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.08it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.81it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.54it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.30it/s, v_num=ld_1, val_loss=1.960, train_loss=1.720]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.54it/s, v_num=ld_1, val_loss=1.780, train_loss=1.720]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.10it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 62:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:   9%|โ–‰         | 1/11 [00:00<00:00, 94.62it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:   9%|โ–‰         | 1/11 [00:00<00:00, 92.15it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.05it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.65it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.64it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.76it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.43it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.75it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.89it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.36it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.03it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.60it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.34it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.95it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.37it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.02it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.22it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.92it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.13it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.86it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.08it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.84it/s, v_num=ld_1, val_loss=1.780, train_loss=1.600]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.26it/s, v_num=ld_1, val_loss=1.720, train_loss=1.600]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.83it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 63:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:   9%|โ–‰         | 1/11 [00:00<00:00, 94.32it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:   9%|โ–‰         | 1/11 [00:00<00:00, 91.74it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.06it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.79it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.69it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.86it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.94it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.29it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.59it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.06it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.97it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.55it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.07it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.72it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.06it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.75it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.14it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.85it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.24it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.99it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.47it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.24it/s, v_num=ld_1, val_loss=1.720, train_loss=1.370]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.23it/s, v_num=ld_1, val_loss=1.740, train_loss=1.370]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.82it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 64:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:   9%|โ–‰         | 1/11 [00:00<00:00, 91.26it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:   9%|โ–‰         | 1/11 [00:00<00:00, 88.80it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.32it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.14it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.81it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.00it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.05it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.42it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.21it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.73it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.28it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.88it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.35it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.98it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.96it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.66it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.92it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.65it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.84it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.59it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.75it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.51it/s, v_num=ld_1, val_loss=1.740, train_loss=1.300]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.66it/s, v_num=ld_1, val_loss=1.380, train_loss=1.300]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.26it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 65:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:   9%|โ–‰         | 1/11 [00:00<00:00, 86.82it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:   9%|โ–‰         | 1/11 [00:00<00:00, 84.71it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.03it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.95it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.11it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.39it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.88it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.33it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.39it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.94it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.59it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.21it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.63it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.31it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.34it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.06it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.20it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.94it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.11it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.88it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.23it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.03it/s, v_num=ld_1, val_loss=1.380, train_loss=1.260]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.02it/s, v_num=ld_1, val_loss=1.420, train_loss=1.260]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.64it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 66:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:   9%|โ–‰         | 1/11 [00:00<00:00, 88.99it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:   9%|โ–‰         | 1/11 [00:00<00:00, 86.84it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.16it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.91it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.14it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.37it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.32it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.78it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.30it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.86it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.22it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.85it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.19it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.87it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.06it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.77it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.89it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.62it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.46it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.22it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.52it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.32it/s, v_num=ld_1, val_loss=1.420, train_loss=1.130]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.80it/s, v_num=ld_1, val_loss=1.350, train_loss=1.130]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.44it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 67:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:   9%|โ–‰         | 1/11 [00:00<00:00, 85.35it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:   9%|โ–‰         | 1/11 [00:00<00:00, 83.34it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.14it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.11it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.30it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.61it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.24it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.70it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.57it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.15it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.59it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.25it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.50it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.20it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.43it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.17it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.39it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.14it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.27it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.05it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.11it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.89it/s, v_num=ld_1, val_loss=1.350, train_loss=1.200]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.62it/s, v_num=ld_1, val_loss=1.190, train_loss=1.200]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.25it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 68:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:   9%|โ–‰         | 1/11 [00:00<00:00, 77.07it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:   9%|โ–‰         | 1/11 [00:00<00:00, 75.15it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.11it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.13it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.08it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.42it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.51it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.00it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.83it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.44it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.13it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.81it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.61it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.34it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.09it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.85it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.46it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.25it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.77it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.58it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.13it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.96it/s, v_num=ld_1, val_loss=1.190, train_loss=1.010]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.01it/s, v_num=ld_1, val_loss=1.290, train_loss=1.010]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.69it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 69:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:   9%|โ–‰         | 1/11 [00:00<00:00, 79.11it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:   9%|โ–‰         | 1/11 [00:00<00:00, 77.34it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.59it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.69it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.31it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.69it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.66it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.16it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.35it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.96it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.51it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.18it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.67it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.39it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.59it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.35it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.70it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.49it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.78it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.58it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.93it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.75it/s, v_num=ld_1, val_loss=1.290, train_loss=1.050]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.41it/s, v_num=ld_1, val_loss=1.440, train_loss=1.050]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.09it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 70:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:   9%|โ–‰         | 1/11 [00:00<00:00, 81.51it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:   9%|โ–‰         | 1/11 [00:00<00:00, 79.66it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.07it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.11it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.08it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.47it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.81it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.31it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.59it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.20it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.88it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.57it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.26it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.00it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.60it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.37it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.71it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.50it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.93it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.74it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.26it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.09it/s, v_num=ld_1, val_loss=1.440, train_loss=0.961]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.04it/s, v_num=ld_1, val_loss=1.580, train_loss=0.961]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.72it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 71:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:   9%|โ–‰         | 1/11 [00:00<00:00, 79.13it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:   9%|โ–‰         | 1/11 [00:00<00:00, 77.20it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.48it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.52it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.41it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.79it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.56it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.11it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.01it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.64it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.37it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.06it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.59it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.33it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.66it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.42it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.66it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.45it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.25it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.07it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.34it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.09it/s, v_num=ld_1, val_loss=1.580, train_loss=0.789]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.20it/s, v_num=ld_1, val_loss=1.620, train_loss=0.789]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.88it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 72:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:   9%|โ–‰         | 1/11 [00:00<00:00, 78.07it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:   9%|โ–‰         | 1/11 [00:00<00:00, 76.30it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.22it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.33it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.54it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.87it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.73it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.27it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.54it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.19it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.77it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.47it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.00it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.74it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.11it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.88it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.14it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.91it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.14it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.95it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.21it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.04it/s, v_num=ld_1, val_loss=1.620, train_loss=0.884]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.24it/s, v_num=ld_1, val_loss=1.370, train_loss=0.884]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.92it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 73:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:   9%|โ–‰         | 1/11 [00:00<00:00, 76.17it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:   9%|โ–‰         | 1/11 [00:00<00:00, 74.53it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.85it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.95it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.11it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.51it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.71it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.24it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.76it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.40it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.62it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.32it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.81it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.55it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.67it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.40it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.57it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.37it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.47it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.28it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.66it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.49it/s, v_num=ld_1, val_loss=1.370, train_loss=0.944]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.02it/s, v_num=ld_1, val_loss=1.260, train_loss=0.944]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.69it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 74:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:   9%|โ–‰         | 1/11 [00:00<00:00, 75.36it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:   9%|โ–‰         | 1/11 [00:00<00:00, 73.73it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.78it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.90it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.12it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.63it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.74it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.33it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.14it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.81it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.18it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.90it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.18it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.93it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.87it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.65it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.98it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.79it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.18it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.99it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.11it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.93it/s, v_num=ld_1, val_loss=1.260, train_loss=1.020]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.37it/s, v_num=ld_1, val_loss=1.320, train_loss=1.020]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.07it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 75:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:   9%|โ–‰         | 1/11 [00:00<00:00, 76.08it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:   9%|โ–‰         | 1/11 [00:00<00:00, 74.44it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.91it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.06it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.43it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.80it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.63it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.17it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.80it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.44it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.91it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.59it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.88it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.59it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.73it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.50it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.67it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.47it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.80it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.63it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.15it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.99it/s, v_num=ld_1, val_loss=1.320, train_loss=0.819]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.58it/s, v_num=ld_1, val_loss=1.550, train_loss=0.819]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.29it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 76:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:   9%|โ–‰         | 1/11 [00:00<00:00, 78.21it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:   9%|โ–‰         | 1/11 [00:00<00:00, 76.50it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.32it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.45it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.95it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.37it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.25it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.81it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.47it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.11it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.53it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.22it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.47it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.18it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.41it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.18it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.29it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.10it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.09it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.92it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.33it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.17it/s, v_num=ld_1, val_loss=1.550, train_loss=0.772]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.64it/s, v_num=ld_1, val_loss=1.520, train_loss=0.772]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.34it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 77:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:   9%|โ–‰         | 1/11 [00:00<00:00, 77.94it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:   9%|โ–‰         | 1/11 [00:00<00:00, 76.25it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.56it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.63it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.63it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.04it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.65it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.20it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.31it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.96it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.34it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.04it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.45it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.18it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.38it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.14it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.30it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.09it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.28it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.08it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.22it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.06it/s, v_num=ld_1, val_loss=1.520, train_loss=0.782]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.49it/s, v_num=ld_1, val_loss=1.420, train_loss=0.782]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.20it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 78:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:   9%|โ–‰         | 1/11 [00:00<00:00, 77.81it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:   9%|โ–‰         | 1/11 [00:00<00:00, 76.11it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.43it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.50it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.88it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.30it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.01it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.57it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.69it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.32it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.28it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.97it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.06it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.80it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.25it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.02it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.28it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.09it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.45it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.28it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.69it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.52it/s, v_num=ld_1, val_loss=1.420, train_loss=0.640]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.80it/s, v_num=ld_1, val_loss=1.110, train_loss=0.640]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.49it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 79:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:   9%|โ–‰         | 1/11 [00:00<00:00, 76.19it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:   9%|โ–‰         | 1/11 [00:00<00:00, 74.55it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.73it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.83it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.15it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.56it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.53it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.09it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.71it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.36it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.97it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.67it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.06it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.80it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.01it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.79it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.25it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.04it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.48it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.30it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.76it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.58it/s, v_num=ld_1, val_loss=1.110, train_loss=0.595]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.35it/s, v_num=ld_1, val_loss=1.520, train_loss=0.595]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.04it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 80:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:   9%|โ–‰         | 1/11 [00:00<00:00, 79.52it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:   9%|โ–‰         | 1/11 [00:00<00:00, 77.77it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.93it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.04it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.81it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.21it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.08it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.59it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.14it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.75it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.99it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.66it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.14it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.85it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.30it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.05it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.01it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.78it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.69it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.49it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.77it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.60it/s, v_num=ld_1, val_loss=1.520, train_loss=0.477]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.49it/s, v_num=ld_1, val_loss=1.060, train_loss=0.477]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.18it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 81:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:   9%|โ–‰         | 1/11 [00:00<00:00, 81.17it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:   9%|โ–‰         | 1/11 [00:00<00:00, 79.32it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.92it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.98it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.62it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.97it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.51it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.00it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.59it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.20it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.72it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.36it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.62it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.29it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.76it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.48it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.91it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.67it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.82it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.62it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.04it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.86it/s, v_num=ld_1, val_loss=1.060, train_loss=0.616]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.35it/s, v_num=ld_1, val_loss=1.370, train_loss=0.616]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.03it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 82:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:   9%|โ–‰         | 1/11 [00:00<00:00, 83.33it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:   9%|โ–‰         | 1/11 [00:00<00:00, 81.25it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.96it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.98it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.44it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.74it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.98it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.44it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.38it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.87it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.82it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.44it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.60it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.28it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.32it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.02it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.77it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.51it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.55it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.33it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.22it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.04it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.50it/s, v_num=ld_1, val_loss=1.370, train_loss=0.562]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.17it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 83:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:   9%|โ–‰         | 1/11 [00:00<00:00, 83.43it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:   9%|โ–‰         | 1/11 [00:00<00:00, 81.41it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.38it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.37it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.85it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.18it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.76it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.25it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.92it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.51it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.56it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.22it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.71it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.42it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.74it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.45it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.61it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.37it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.63it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.42it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.69it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.51it/s, v_num=ld_1, val_loss=1.370, train_loss=0.615]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.46it/s, v_num=ld_1, val_loss=1.530, train_loss=0.615]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.11it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 84:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:   9%|โ–‰         | 1/11 [00:00<00:00, 82.89it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:   9%|โ–‰         | 1/11 [00:00<00:00, 80.89it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.64it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.65it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.51it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.83it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.61it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.10it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.96it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.52it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.50it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.17it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.33it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.04it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.35it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.08it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.55it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.31it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.68it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.48it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.88it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.70it/s, v_num=ld_1, val_loss=1.530, train_loss=0.616]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.79it/s, v_num=ld_1, val_loss=1.280, train_loss=0.616]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.47it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 85:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:   9%|โ–‰         | 1/11 [00:00<00:00, 83.69it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:   9%|โ–‰         | 1/11 [00:00<00:00, 81.34it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.15it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.12it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.72it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.05it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.60it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.10it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.09it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.69it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.23it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.89it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.43it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.13it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.42it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.15it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.27it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.04it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.13it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.91it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.20it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.00it/s, v_num=ld_1, val_loss=1.280, train_loss=0.517]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.07it/s, v_num=ld_1, val_loss=1.610, train_loss=0.517]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.70it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 86:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:   9%|โ–‰         | 1/11 [00:00<00:00, 79.13it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:   9%|โ–‰         | 1/11 [00:00<00:00, 77.31it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.56it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.62it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.25it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.61it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.32it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.83it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.91it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.52it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.69it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.36it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.80it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.51it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.02it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.76it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.10it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.88it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.01it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.81it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.43it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.24it/s, v_num=ld_1, val_loss=1.610, train_loss=0.544]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.35it/s, v_num=ld_1, val_loss=1.170, train_loss=0.544]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.01it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 87:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:   9%|โ–‰         | 1/11 [00:00<00:00, 82.52it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:   9%|โ–‰         | 1/11 [00:00<00:00, 80.64it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.30it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.34it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.67it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.02it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.64it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.15it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.44it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.04it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.45it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.12it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.79it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.41it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.08it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.83it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.24it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.00it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.23it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.02it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.27it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.08it/s, v_num=ld_1, val_loss=1.170, train_loss=0.586]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.19it/s, v_num=ld_1, val_loss=1.160, train_loss=0.586]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.84it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 88:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:   9%|โ–‰         | 1/11 [00:00<00:00, 83.83it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:   9%|โ–‰         | 1/11 [00:00<00:00, 81.81it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.02it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.98it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.27it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.58it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.48it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.97it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.83it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.39it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.37it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.03it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.53it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.22it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.66it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.39it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.70it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.47it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.60it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.39it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.86it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.67it/s, v_num=ld_1, val_loss=1.160, train_loss=0.456]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.70it/s, v_num=ld_1, val_loss=1.440, train_loss=0.456]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.36it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 89:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:   9%|โ–‰         | 1/11 [00:00<00:00, 81.81it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:   9%|โ–‰         | 1/11 [00:00<00:00, 79.94it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.49it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.52it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.11it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.43it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.61it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.11it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.87it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.45it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.02it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.68it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.17it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.88it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.14it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.87it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.30it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.06it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.32it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.11it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.52it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.33it/s, v_num=ld_1, val_loss=1.440, train_loss=0.551]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.23it/s, v_num=ld_1, val_loss=1.350, train_loss=0.551]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.90it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 90:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:   9%|โ–‰         | 1/11 [00:00<00:00, 84.93it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:   9%|โ–‰         | 1/11 [00:00<00:00, 82.91it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.50it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.51it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.49it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.83it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.99it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.49it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.20it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.79it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.37it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.03it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.50it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.21it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.67it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.40it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.54it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.30it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.43it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.22it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.65it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.46it/s, v_num=ld_1, val_loss=1.350, train_loss=0.522]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.22it/s, v_num=ld_1, val_loss=1.240, train_loss=0.522]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.85it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 91:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:   9%|โ–‰         | 1/11 [00:00<00:00, 81.78it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:   9%|โ–‰         | 1/11 [00:00<00:00, 79.84it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.90it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.90it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.55it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.88it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.09it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.60it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.53it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.11it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.74it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.40it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.72it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.44it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.92it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.67it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.86it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.66it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.86it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.67it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.18it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.00it/s, v_num=ld_1, val_loss=1.240, train_loss=0.462]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.98it/s, v_num=ld_1, val_loss=1.210, train_loss=0.462]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.61it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 92:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:   9%|โ–‰         | 1/11 [00:00<00:00, 82.23it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:   9%|โ–‰         | 1/11 [00:00<00:00, 80.32it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.05it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.07it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.77it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.11it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.15it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.65it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.97it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.56it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.16it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.82it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.30it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.00it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.39it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.11it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.50it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.26it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.48it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.26it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.55it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.36it/s, v_num=ld_1, val_loss=1.210, train_loss=0.432]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.53it/s, v_num=ld_1, val_loss=1.360, train_loss=0.432]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.19it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 93:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:   9%|โ–‰         | 1/11 [00:00<00:00, 85.38it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:   9%|โ–‰         | 1/11 [00:00<00:00, 83.30it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.64it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.63it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.95it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.26it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.13it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.61it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.12it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.70it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.61it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.26it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.71it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.42it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.85it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.58it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.87it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.64it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.95it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.75it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.25it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.06it/s, v_num=ld_1, val_loss=1.360, train_loss=0.414]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.88it/s, v_num=ld_1, val_loss=1.310, train_loss=0.414]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.52it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 94:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:   9%|โ–‰         | 1/11 [00:00<00:00, 80.69it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:   9%|โ–‰         | 1/11 [00:00<00:00, 78.87it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.83it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.90it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.78it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.15it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.01it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.53it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.72it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.32it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.72it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.35it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.81it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.51it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.71it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.44it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.87it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.63it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.03it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.83it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.30it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.12it/s, v_num=ld_1, val_loss=1.310, train_loss=0.411]
Epoch 95: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.26it/s, v_num=ld_1, val_loss=1.320, train_loss=0.411]
Epoch 95: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.92it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 95:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:   9%|โ–‰         | 1/11 [00:00<00:00, 84.22it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:   9%|โ–‰         | 1/11 [00:00<00:00, 82.27it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.78it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.79it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.61it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.94it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.53it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.03it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.62it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.21it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.81it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.46it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.91it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.60it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.88it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.61it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.59it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.36it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.72it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.51it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.88it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.69it/s, v_num=ld_1, val_loss=1.320, train_loss=0.364]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.73it/s, v_num=ld_1, val_loss=1.370, train_loss=0.364]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.39it/s, v_num=ld_1, val_loss=1.370, train_loss=0.371]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.76it/s, v_num=ld_1, val_loss=1.370, train_loss=0.371]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9458891153335571
      Accuracy_val           0.71856290102005
        val_loss            1.3680907487869263
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 37.74it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 36.90it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 44.05it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 43.52it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 47.02it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 46.63it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 50.41it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 50.23it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.95it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.78it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.40it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.24it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.01it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.85it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.94it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.79it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.56it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.42it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.49it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.35it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.48it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.35it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.82it/s, v_num=ld_2, val_loss=7.850]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.56it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 96.29it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 93.60it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.29it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.95it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.20it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.27it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.56it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.87it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.92it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.37it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.90it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.43it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.66it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.26it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.80it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.45it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.03it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.72it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.20it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.92it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.59it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.34it/s, v_num=ld_2, val_loss=7.850, train_loss=25.10]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.78it/s, v_num=ld_2, val_loss=2.300, train_loss=25.10]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.31it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 97.30it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 94.66it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.04it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.68it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.45it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.46it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.47it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.78it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.89it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.29it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.16it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.70it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.81it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.37it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.64it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.29it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.77it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.43it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.96it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.68it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.22it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.98it/s, v_num=ld_2, val_loss=2.300, train_loss=8.230]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.62it/s, v_num=ld_2, val_loss=1.930, train_loss=8.230]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.17it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 94.52it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 91.98it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.79it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.57it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.73it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.88it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.16it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.50it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.91it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.37it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.43it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.98it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.81it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.43it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.21it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.87it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.12it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.81it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.63it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.35it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.81it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.55it/s, v_num=ld_2, val_loss=1.930, train_loss=3.320]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.31it/s, v_num=ld_2, val_loss=2.060, train_loss=3.320]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.87it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 94.20it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 91.69it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.12it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.81it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.96it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.09it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.16it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.48it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.61it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.06it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.03it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.58it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.43it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.03it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.84it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.49it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.24it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.94it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.12it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.85it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.51it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.25it/s, v_num=ld_2, val_loss=2.060, train_loss=2.320]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.06it/s, v_num=ld_2, val_loss=1.930, train_loss=2.320]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.61it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 96.21it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 93.59it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.04it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.69it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.06it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.16it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.94it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.23it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.80it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.25it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.19it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.75it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.63it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.24it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.62it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.25it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.59it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.27it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.58it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.29it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.64it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.39it/s, v_num=ld_2, val_loss=1.930, train_loss=2.100]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.27it/s, v_num=ld_2, val_loss=1.690, train_loss=2.100]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.82it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 100.26it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 97.53it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.56it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.19it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.83it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.91it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.26it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.55it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.18it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.59it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.45it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.96it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.55it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.13it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.61it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.26it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.86it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.54it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.04it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.76it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.31it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.05it/s, v_num=ld_2, val_loss=1.690, train_loss=1.940]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.43it/s, v_num=ld_2, val_loss=1.410, train_loss=1.940]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.97it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 96.29it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 93.71it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.69it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.33it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.59it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.67it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.03it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.33it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.43it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.85it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.63it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.16it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.64it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.20it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.37it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.01it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.57it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.23it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.67it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.39it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.00it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.74it/s, v_num=ld_2, val_loss=1.410, train_loss=1.740]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.41it/s, v_num=ld_2, val_loss=1.390, train_loss=1.740]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.60it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 98.39it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 95.46it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.88it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.56it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.23it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.33it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.12it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.43it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.65it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.04it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.01it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.54it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.17it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.76it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.33it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.98it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.28it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.95it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.39it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.11it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.47it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.21it/s, v_num=ld_2, val_loss=1.390, train_loss=1.510]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.61it/s, v_num=ld_2, val_loss=1.200, train_loss=1.510]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.16it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 95.18it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 92.69it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.06it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.74it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.88it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.97it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.09it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.37it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.70it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.15it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.20it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.75it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.46it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.06it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.58it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.23it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.69it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.38it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.50it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.22it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.77it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.50it/s, v_num=ld_2, val_loss=1.200, train_loss=1.400]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.01it/s, v_num=ld_2, val_loss=1.080, train_loss=1.400]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.54it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 96.45it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 93.88it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.83it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.48it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.49it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.58it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.86it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.17it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.32it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.73it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.59it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.13it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.80it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.40it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.13it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.78it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.24it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.93it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.21it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.91it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.00it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.72it/s, v_num=ld_2, val_loss=1.080, train_loss=1.120]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.20it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.74it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 97.10it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 94.51it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.11it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.74it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.46it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.55it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.08it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.35it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.26it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.70it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.06it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.57it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.33it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.92it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.54it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.18it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.33it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.01it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.92it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.46it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.60it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.34it/s, v_num=ld_2, val_loss=0.978, train_loss=1.120]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.52it/s, v_num=ld_2, val_loss=0.919, train_loss=1.120]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.06it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 93.16it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 90.70it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.33it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.00it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.62it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.62it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.92it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.16it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.44it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.88it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.63it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.12it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.06it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.57it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.95it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.58it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.22it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.92it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.70it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.44it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.26it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.02it/s, v_num=ld_2, val_loss=0.919, train_loss=1.030]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.52it/s, v_num=ld_2, val_loss=0.990, train_loss=1.030]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.10it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 99.53it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 96.83it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.54it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.24it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.25it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.36it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.15it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.40it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.55it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.00it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.84it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.33it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.95it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.55it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.18it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.82it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.97it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.65it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.07it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.77it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.27it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.02it/s, v_num=ld_2, val_loss=0.990, train_loss=0.886]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.50it/s, v_num=ld_2, val_loss=0.802, train_loss=0.886]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.04it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 100.55it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 97.66it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.74it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.26it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.94it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.02it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.21it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.55it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.00it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.47it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.96it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.51it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.46it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.08it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.01it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.67it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.41it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.11it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.57it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.30it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.08it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.84it/s, v_num=ld_2, val_loss=0.802, train_loss=0.860]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.79it/s, v_num=ld_2, val_loss=0.803, train_loss=0.860]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.35it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 99.24it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 96.53it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.12it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.73it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.24it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.30it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.70it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.00it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.12it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.58it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.63it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.18it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.08it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.69it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.32it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.97it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.49it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.18it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.69it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.41it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.76it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.51it/s, v_num=ld_2, val_loss=0.803, train_loss=0.721]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.98it/s, v_num=ld_2, val_loss=0.737, train_loss=0.721]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.52it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 95.26it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 92.77it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.01it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.69it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.04it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.11it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.73it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.97it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.15it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.58it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.91it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.46it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.50it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.11it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.87it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.53it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.29it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.99it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.68it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.41it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.13it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.88it/s, v_num=ld_2, val_loss=0.737, train_loss=0.748]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.96it/s, v_num=ld_2, val_loss=1.030, train_loss=0.748]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.49it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 95.92it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 93.04it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.04it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.71it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.25it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.24it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.69it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.00it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.34it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.76it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.70it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.23it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.14it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.73it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.60it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.25it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.87it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.55it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.06it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.78it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.41it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.16it/s, v_num=ld_2, val_loss=1.030, train_loss=0.659]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.37it/s, v_num=ld_2, val_loss=0.677, train_loss=0.659]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.91it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 98.05it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 95.42it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.84it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.49it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.03it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.13it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.61it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.93it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.05it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.49it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.87it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.41it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.14it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.75it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.44it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.09it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.18it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.86it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.41it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.13it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.68it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.43it/s, v_num=ld_2, val_loss=0.677, train_loss=0.667]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.23it/s, v_num=ld_2, val_loss=0.750, train_loss=0.667]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.74it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 97.74it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 94.92it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.43it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.11it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.40it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.43it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.80it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.15it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.93it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.36it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.70it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.22it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.58it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.20it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.16it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.82it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.47it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.16it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.49it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.21it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.88it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.63it/s, v_num=ld_2, val_loss=0.750, train_loss=0.595]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.37it/s, v_num=ld_2, val_loss=0.957, train_loss=0.595]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.92it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 99.71it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 97.00it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.31it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.93it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.00it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.06it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.36it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.65it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.06it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.50it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.44it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.93it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.16it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.75it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.02it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.65it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.82it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.48it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.70it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.41it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.63it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.37it/s, v_num=ld_2, val_loss=0.957, train_loss=0.588]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.71it/s, v_num=ld_2, val_loss=0.817, train_loss=0.588]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.25it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 95.89it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 93.23it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.59it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.23it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.37it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.45it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.04it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.35it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.42it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.86it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.01it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.54it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.18it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.79it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.41it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.06it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.67it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.36it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.90it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.62it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.16it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.91it/s, v_num=ld_2, val_loss=0.817, train_loss=0.614]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.48it/s, v_num=ld_2, val_loss=0.720, train_loss=0.614]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.03it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 96.74it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 94.13it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.43it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.00it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.13it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.22it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.60it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.82it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.39it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.81it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.42it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.91it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.54it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.15it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.52it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.15it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.64it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.33it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.94it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.64it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.19it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.93it/s, v_num=ld_2, val_loss=0.720, train_loss=0.540]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.54it/s, v_num=ld_2, val_loss=0.802, train_loss=0.540]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.09it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 99.02it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 96.28it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.79it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.33it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.66it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.69it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.17it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.46it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.73it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.15it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.18it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.53it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.92it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.47it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.63it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.24it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.93it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.60it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.87it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.56it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.97it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.69it/s, v_num=ld_2, val_loss=0.802, train_loss=0.457]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.24it/s, v_num=ld_2, val_loss=0.842, train_loss=0.457]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.82it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 92.53it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 90.13it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.05it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.81it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.73it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.74it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.06it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.19it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.78it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.24it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.52it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.08it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.81it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.43it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.20it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.86it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.43it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.09it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.37it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.08it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.86it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.58it/s, v_num=ld_2, val_loss=0.842, train_loss=0.556]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.53it/s, v_num=ld_2, val_loss=0.786, train_loss=0.556]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.09it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 98.20it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 95.47it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.14it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.68it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.15it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.19it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.41it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.68it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.03it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.48it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.52it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.04it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.82it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.42it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.99it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.64it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.12it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.81it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.34it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.06it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.42it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.17it/s, v_num=ld_2, val_loss=0.786, train_loss=0.517]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.70it/s, v_num=ld_2, val_loss=0.602, train_loss=0.517]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.25it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 101.03it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 98.26it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.75it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.20it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.63it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.67it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.29it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.50it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.73it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.14it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.05it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.56it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.19it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.79it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.38it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.99it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.48it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.16it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.67it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.37it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.01it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.75it/s, v_num=ld_2, val_loss=0.602, train_loss=0.424]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.10it/s, v_num=ld_2, val_loss=0.919, train_loss=0.424]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.63it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 88.62it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 86.23it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.53it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.32it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.09it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.26it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.63it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.93it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.79it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.27it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.74it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.28it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.44it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.06it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.00it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.62it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.75it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.41it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.72it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.40it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.82it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.55it/s, v_num=ld_2, val_loss=0.919, train_loss=0.415]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.08it/s, v_num=ld_2, val_loss=0.968, train_loss=0.415]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.60it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 89.27it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 86.66it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.15it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.89it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.93it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.09it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.58it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.94it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.77it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.25it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.87it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.42it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.21it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.81it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.46it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.10it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.29it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.98it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.47it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.18it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.85it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.59it/s, v_num=ld_2, val_loss=0.968, train_loss=0.540]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.38it/s, v_num=ld_2, val_loss=0.822, train_loss=0.540]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.93it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 98.55it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 95.91it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.20it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.84it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.35it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.38it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.82it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.11it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.20it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.58it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.03it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.54it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.16it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.77it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.36it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.96it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.33it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.00it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.06it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.78it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.26it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.99it/s, v_num=ld_2, val_loss=0.822, train_loss=0.416]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.87it/s, v_num=ld_2, val_loss=0.683, train_loss=0.416]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.36it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 93.30it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 90.89it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.09it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.81it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.44it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.56it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.21it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.54it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.16it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.62it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.71it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.27it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.01it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.62it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.09it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.75it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.07it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.76it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.00it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.72it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.03it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.78it/s, v_num=ld_2, val_loss=0.683, train_loss=0.329]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.61it/s, v_num=ld_2, val_loss=1.070, train_loss=0.329]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.16it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 100.03it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 97.31it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.08it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.58it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.31it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.38it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.60it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.90it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.50it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.95it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.43it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.97it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.95it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.56it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.23it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.89it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.52it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.21it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.69it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.41it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.08it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.82it/s, v_num=ld_2, val_loss=1.070, train_loss=0.389]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.18it/s, v_num=ld_2, val_loss=0.817, train_loss=0.389]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.55it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 88.26it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 85.97it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.92it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.69it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.20it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.28it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.98it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.21it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.10it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.56it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.95it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.52it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.83it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.46it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.11it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.78it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.60it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.31it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.14it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.87it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.47it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.23it/s, v_num=ld_2, val_loss=0.817, train_loss=0.395]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.36it/s, v_num=ld_2, val_loss=0.728, train_loss=0.395]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.92it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 99.93it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 96.97it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.16it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.80it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.52it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.60it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.89it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.19it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.39it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.82it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.63it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.16it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.73it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.33it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.22it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.86it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.07it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.74it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.01it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.73it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.39it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.13it/s, v_num=ld_2, val_loss=0.728, train_loss=0.436]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.72it/s, v_num=ld_2, val_loss=0.939, train_loss=0.436]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.24it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 96.77it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 94.17it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.77it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.41it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.84it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.92it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.92it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.20it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.79it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.25it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.80it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.25it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.95it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.56it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.03it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.69it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.11it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.81it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.01it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.74it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.36it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.11it/s, v_num=ld_2, val_loss=0.939, train_loss=0.461]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.13it/s, v_num=ld_2, val_loss=0.852, train_loss=0.461]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.67it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 98.55it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 95.64it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.29it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.92it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.45it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.19it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.40it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.73it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.77it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.25it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.45it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.96it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.98it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.59it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.34it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.97it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.80it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.50it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.87it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.57it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.14it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.90it/s, v_num=ld_2, val_loss=0.852, train_loss=0.429]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.00it/s, v_num=ld_2, val_loss=0.738, train_loss=0.429]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.56it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 101.13it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 98.12it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.49it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.95it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.52it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.54it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.66it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.92it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.78it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.20it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.22it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.75it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.62it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.22it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.92it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.57it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.03it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.71it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.19it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.91it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.28it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.03it/s, v_num=ld_2, val_loss=0.738, train_loss=0.455]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.32it/s, v_num=ld_2, val_loss=0.803, train_loss=0.455]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.85it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 94.34it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 91.86it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.96it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.66it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.84it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.96it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.83it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.16it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.24it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.69it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.72it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.25it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.88it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.48it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.72it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.37it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.86it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.55it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.95it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.67it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.29it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.01it/s, v_num=ld_2, val_loss=0.803, train_loss=0.527]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.58it/s, v_num=ld_2, val_loss=0.828, train_loss=0.527]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.13it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 100.00it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 97.25it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.90it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.53it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.63it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.72it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.43it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.73it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.79it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.23it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.04it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.55it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.87it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.45it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.78it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.42it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.41it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.10it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.62it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.33it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.71it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.46it/s, v_num=ld_2, val_loss=0.828, train_loss=0.529]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.86it/s, v_num=ld_2, val_loss=0.662, train_loss=0.529]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.39it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 97.19it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 94.61it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.39it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.94it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.08it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.16it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.75it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.02it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.97it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.41it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.92it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.43it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.18it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.78it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.46it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.07it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.15it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.83it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.09it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.81it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.35it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.09it/s, v_num=ld_2, val_loss=0.662, train_loss=0.435]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.39it/s, v_num=ld_2, val_loss=0.836, train_loss=0.435]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.93it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 97.12it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 94.40it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.45it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.07it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.36it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.43it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.87it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.10it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.55it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.97it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.47it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.94it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.22it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.75it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.36it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.00it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.42it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.11it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.64it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.35it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.53it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.27it/s, v_num=ld_2, val_loss=0.836, train_loss=0.362]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.66it/s, v_num=ld_2, val_loss=0.793, train_loss=0.362]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.13it/s, v_num=ld_2, val_loss=0.793, train_loss=0.344]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.25it/s, v_num=ld_2, val_loss=0.793, train_loss=0.344]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9629959464073181
      Accuracy_val          0.7771084308624268
        val_loss            0.7932919263839722
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model TabularChannelWiseMultiAttention

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 55.16it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 54.24it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.52it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.98it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.54it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.14it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.19it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.86it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.74it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.49it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.60it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.38it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.68it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.50it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.37it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.21it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.86it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.71it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.86it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.70it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.17it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.03it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.87it/s, v_num=ld_0, val_loss=4.180]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.54it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 68.79it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 67.17it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.30it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.53it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.19it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.68it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.25it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.86it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.66it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.35it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.87it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.60it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.33it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.10it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.59it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.40it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.07it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.90it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.21it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.04it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.63it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.48it/s, v_num=ld_0, val_loss=4.180, train_loss=345.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.10it/s, v_num=ld_0, val_loss=2.350, train_loss=345.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.78it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 73.76it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 72.19it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.43it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.65it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.28it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.77it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.08it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.68it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.32it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.00it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.58it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.30it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.81it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.57it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.80it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.57it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.40it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.20it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.26it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.08it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.56it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.40it/s, v_num=ld_0, val_loss=2.350, train_loss=4.200]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.15it/s, v_num=ld_0, val_loss=2.300, train_loss=4.200]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.81it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 73.39it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 71.80it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.52it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.68it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.14it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.58it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.68it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.22it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.77it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.43it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.11it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.82it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.15it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.87it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.04it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.81it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.68it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.47it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.50it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.33it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.95it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.79it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.99it/s, v_num=ld_0, val_loss=2.310, train_loss=2.620]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.67it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 73.14it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 71.35it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.82it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.00it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.56it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.96it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.80it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.39it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.78it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.44it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.25it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.98it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.47it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.22it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.63it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.43it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.01it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.83it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.35it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.18it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.39it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.22it/s, v_num=ld_0, val_loss=2.310, train_loss=2.390]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.28it/s, v_num=ld_0, val_loss=2.320, train_loss=2.390]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.95it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 72.52it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 70.97it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.32it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.51it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.91it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.29it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.82it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.40it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.14it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.80it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.63it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.34it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.69it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.41it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.74it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.51it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.00it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.82it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.30it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.14it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.81it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.66it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.63it/s, v_num=ld_0, val_loss=2.320, train_loss=2.340]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.30it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 75.58it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 73.99it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.03it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.27it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.98it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.43it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.27it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.81it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.69it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.27it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.01it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.71it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.01it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.75it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.76it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.55it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.00it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.82it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.27it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.10it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.76it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.61it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.45it/s, v_num=ld_0, val_loss=2.320, train_loss=2.230]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.12it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 74.04it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 72.53it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.21it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.40it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.94it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.41it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.55it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.10it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.36it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.02it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.52it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.24it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.77it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.53it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.86it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.65it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.66it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.47it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.77it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.60it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.13it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.97it/s, v_num=ld_0, val_loss=2.320, train_loss=2.240]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.66it/s, v_num=ld_0, val_loss=2.310, train_loss=2.240]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.30it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 77.65it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 76.00it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.27it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.37it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.50it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.92it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.19it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.78it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.46it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.12it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.59it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.31it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.73it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.48it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.80it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.58it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.90it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.71it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.71it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.54it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.03it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.87it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.35it/s, v_num=ld_0, val_loss=2.310, train_loss=2.220]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.01it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 76.94it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 75.32it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.55it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.69it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.57it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.00it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.08it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.65it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.16it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.82it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.37it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.09it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.53it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.29it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.63it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.41it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.72it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.53it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.76it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.58it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.75it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.59it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.86it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.51it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 76.60it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 74.93it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.35it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.47it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.84it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.22it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.95it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.53it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.68it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.34it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.18it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.91it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.04it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.80it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.78it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.56it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.82it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.62it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.92it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.74it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.00it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.83it/s, v_num=ld_0, val_loss=2.310, train_loss=2.200]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.20it/s, v_num=ld_0, val_loss=2.300, train_loss=2.200]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.86it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 74.00it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 72.25it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.58it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.81it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.59it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.03it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.60it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.13it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.82it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.49it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.73it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.46it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.83it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.57it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.73it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.53it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.96it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.77it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.96it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.77it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.25it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.09it/s, v_num=ld_0, val_loss=2.300, train_loss=2.190]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.82it/s, v_num=ld_0, val_loss=2.290, train_loss=2.190]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.47it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 73.40it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 71.77it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.32it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.53it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.57it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.04it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.95it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.54it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.00it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.66it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.62it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.35it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.03it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.80it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.35it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.15it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.31it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.13it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.54it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.37it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.89it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.74it/s, v_num=ld_0, val_loss=2.290, train_loss=2.160]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.67it/s, v_num=ld_0, val_loss=2.300, train_loss=2.160]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.33it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 74.99it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 73.40it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.26it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.40it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.47it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.94it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.85it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.45it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.20it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.87it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.50it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.23it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.94it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.71it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.23it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.02it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.51it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.33it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.18it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.02it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.31it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.16it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.95it/s, v_num=ld_0, val_loss=2.300, train_loss=2.220]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.60it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 75.65it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 74.02it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.94it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.11it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.03it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.45it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.96it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.53it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.26it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.93it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.58it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.30it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.69it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.44it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.73it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.50it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.83it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.64it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.82it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.65it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.80it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.64it/s, v_num=ld_0, val_loss=2.300, train_loss=2.210]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.07it/s, v_num=ld_0, val_loss=2.250, train_loss=2.210]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.71it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 73.17it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 71.53it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.00it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.20it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.20it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.66it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.67it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.21it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.97it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.64it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.78it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.50it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.58it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.34it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.70it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.49it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.91it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.72it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.09it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.91it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.39it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.24it/s, v_num=ld_0, val_loss=2.250, train_loss=2.150]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.08it/s, v_num=ld_0, val_loss=2.240, train_loss=2.150]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.76it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 74.31it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 71.91it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.48it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.70it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.82it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.28it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.86it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.45it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.33it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.92it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.37it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.09it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.49it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.24it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.39it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.18it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.62it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.42it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.78it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.61it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.11it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.94it/s, v_num=ld_0, val_loss=2.240, train_loss=2.170]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.57it/s, v_num=ld_0, val_loss=2.250, train_loss=2.170]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.22it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 73.34it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 71.73it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.19it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.32it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.79it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.23it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.39it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.97it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.75it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.40it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.64it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.31it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.64it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.39it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.92it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.70it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.29it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.09it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.43it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.25it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.81it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.65it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.85it/s, v_num=ld_0, val_loss=2.250, train_loss=2.100]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.52it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 71.08it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 69.41it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.10it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.26it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.09it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.54it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.21it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.80it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.01it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.69it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.69it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.42it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.00it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.76it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.05it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.82it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.24it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.04it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.19it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.00it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.56it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.40it/s, v_num=ld_0, val_loss=2.250, train_loss=2.020]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.45it/s, v_num=ld_0, val_loss=2.290, train_loss=2.020]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.10it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 73.09it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 71.47it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.90it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.01it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.94it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.38it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.88it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.43it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.68it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.36it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.30it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.03it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.93it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.71it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.33it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.11it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.69it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.52it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.00it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.84it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.27it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.12it/s, v_num=ld_0, val_loss=2.290, train_loss=1.980]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.85it/s, v_num=ld_0, val_loss=2.320, train_loss=1.980]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.51it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 76.41it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 74.81it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.24it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.39it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.78it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.23it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.75it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.33it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.98it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.64it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.71it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.42it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.96it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.72it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.14it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.93it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.29it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.10it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.33it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.16it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.60it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.45it/s, v_num=ld_0, val_loss=2.320, train_loss=1.990]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.70it/s, v_num=ld_0, val_loss=2.260, train_loss=1.990]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.32it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 75.33it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 73.75it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.12it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.35it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.05it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.51it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.67it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.26it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.25it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.92it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.61it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.33it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.86it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.62it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.54it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.33it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.82it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.63it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.89it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.71it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.19it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.04it/s, v_num=ld_0, val_loss=2.260, train_loss=1.950]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.35it/s, v_num=ld_0, val_loss=2.320, train_loss=1.950]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.01it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 75.26it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 73.68it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.24it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.41it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.50it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.95it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.19it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.78it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.23it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.73it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.11it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.82it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.47it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.22it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.49it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.26it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.26it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.06it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.35it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.17it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.57it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.41it/s, v_num=ld_0, val_loss=2.320, train_loss=1.870]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.27it/s, v_num=ld_0, val_loss=2.800, train_loss=1.870]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.92it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 73.94it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 72.26it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.55it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.71it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.51it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.95it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.76it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.35it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.02it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.65it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.10it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.81it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.40it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.16it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.69it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.48it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.82it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.63it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.79it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.62it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.28it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.12it/s, v_num=ld_0, val_loss=2.800, train_loss=2.000]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.63it/s, v_num=ld_0, val_loss=2.430, train_loss=2.000]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.29it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 74.80it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 73.24it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.10it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.33it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.45it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.93it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.18it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.76it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.88it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.55it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.45it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.18it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.76it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.53it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.24it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.04it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.62it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.42it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.92it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.76it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.96it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.81it/s, v_num=ld_0, val_loss=2.430, train_loss=1.850]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.49it/s, v_num=ld_0, val_loss=2.520, train_loss=1.850]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.16it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 71.12it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 69.52it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.66it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.86it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.30it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.60it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.24it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.79it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.01it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.69it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.26it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.00it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.28it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.04it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.29it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.09it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.40it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.22it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.77it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.60it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.37it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.23it/s, v_num=ld_0, val_loss=2.520, train_loss=1.810]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.22it/s, v_num=ld_0, val_loss=3.130, train_loss=1.810]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.90it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 77.54it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 75.74it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.40it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.58it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.88it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.32it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.12it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.67it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.19it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.82it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.38it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.10it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.60it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.35it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.51it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.29it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.66it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.47it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.61it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.42it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.80it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.63it/s, v_num=ld_0, val_loss=3.130, train_loss=2.080]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.76it/s, v_num=ld_0, val_loss=2.690, train_loss=2.080]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.40it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 75.90it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 74.29it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.49it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.67it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.09it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.50it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.81it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.26it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.59it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.23it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.44it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.12it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.67it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.42it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.98it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.74it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.54it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.29it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.38it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.21it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.82it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.67it/s, v_num=ld_0, val_loss=2.690, train_loss=1.870]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.41it/s, v_num=ld_0, val_loss=2.840, train_loss=1.870]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.00it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 75.52it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 73.93it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.89it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.04it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.27it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.69it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.16it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.73it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.70it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.33it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.70it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.41it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.93it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.69it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.26it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.02it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.55it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.36it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.44it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.27it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.81it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.66it/s, v_num=ld_0, val_loss=2.840, train_loss=1.780]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.40it/s, v_num=ld_0, val_loss=2.980, train_loss=1.780]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.05it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 75.90it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 74.28it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.83it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.99it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.32it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.76it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.72it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.27it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.83it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.49it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.03it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.75it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.23it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.95it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.32it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.11it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.45it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.26it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.56it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.38it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.60it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.44it/s, v_num=ld_0, val_loss=2.980, train_loss=1.730]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.75it/s, v_num=ld_0, val_loss=3.280, train_loss=1.730]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.39it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 78.43it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 76.74it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.67it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.81it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.61it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.98it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.61it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.17it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.62it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.27it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.24it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.95it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.10it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.85it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.99it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.76it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.01it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.81it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.04it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.87it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.28it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.12it/s, v_num=ld_0, val_loss=3.280, train_loss=1.660]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.26it/s, v_num=ld_0, val_loss=3.380, train_loss=1.660]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.90it/s, v_num=ld_0, val_loss=3.380, train_loss=1.630]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.38it/s, v_num=ld_0, val_loss=3.380, train_loss=1.630]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val            0.702078640460968
      Accuracy_val           0.299401193857193
        val_loss             3.377269744873047
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 29.58it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 29.07it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 33.60it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 33.29it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 37.94it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 37.80it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 43.20it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 43.07it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 47.14it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 47.02it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 50.27it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 50.15it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.78it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 52.67it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.56it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.45it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.01it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.92it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.00it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.91it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.33it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.24it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.69it/s, v_num=ld_1, val_loss=4.700]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.47it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 71.74it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 70.17it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.43it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.67it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.62it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.09it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.87it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.45it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.92it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.58it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.16it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.89it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.44it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.20it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.31it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.10it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.64it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.45it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.72it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.55it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.87it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.72it/s, v_num=ld_1, val_loss=4.700, train_loss=162.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.58it/s, v_num=ld_1, val_loss=3.240, train_loss=162.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.22it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 73.39it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 71.79it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.45it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.67it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.20it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.64it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.49it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.09it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.87it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.52it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.40it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.09it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.18it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.94it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.93it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.72it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.63it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.45it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.94it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.78it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.38it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.24it/s, v_num=ld_1, val_loss=3.240, train_loss=5.600]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.30it/s, v_num=ld_1, val_loss=2.350, train_loss=5.600]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.98it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 73.65it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 72.13it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.91it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.12it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.12it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.54it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.58it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.18it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.08it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.76it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.31it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.04it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.73it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.49it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.60it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.39it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.77it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.58it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.71it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.55it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.19it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.05it/s, v_num=ld_1, val_loss=2.350, train_loss=2.940]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.82it/s, v_num=ld_1, val_loss=2.390, train_loss=2.940]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.49it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 72.08it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 70.63it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.72it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.92it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.25it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.72it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.30it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.89it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.05it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.72it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.58it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.32it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.97it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.74it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.10it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.90it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.33it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.14it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.48it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.31it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.18it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.02it/s, v_num=ld_1, val_loss=2.390, train_loss=2.270]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.73it/s, v_num=ld_1, val_loss=2.380, train_loss=2.270]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.37it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 75.42it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 73.82it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.62it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.75it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.03it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.50it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.59it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.18it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.88it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.53it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.25it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.98it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.64it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.41it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.91it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.71it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.10it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.91it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.19it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.02it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.23it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.08it/s, v_num=ld_1, val_loss=2.380, train_loss=2.170]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.47it/s, v_num=ld_1, val_loss=2.360, train_loss=2.170]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.11it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 74.73it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 73.08it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.31it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.50it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.21it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.68it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.02it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.61it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.61it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.28it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.27it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.01it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.31it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.06it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.78it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.58it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.92it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.74it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.88it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.71it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.31it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.16it/s, v_num=ld_1, val_loss=2.360, train_loss=2.130]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.10it/s, v_num=ld_1, val_loss=2.380, train_loss=2.130]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.77it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 75.94it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 74.34it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.65it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.80it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.20it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.64it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.58it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.16it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.79it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.45it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.56it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.26it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.51it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.26it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.55it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.33it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.31it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.11it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.25it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.07it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.20it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.03it/s, v_num=ld_1, val_loss=2.380, train_loss=2.110]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.92it/s, v_num=ld_1, val_loss=2.410, train_loss=2.110]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.61it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 75.28it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 73.59it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.23it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.51it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.85it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.29it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.41it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.96it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.76it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.43it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.90it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.62it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.15it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.91it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.39it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.19it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.50it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.30it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.40it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.24it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.66it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.51it/s, v_num=ld_1, val_loss=2.410, train_loss=2.070]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.86it/s, v_num=ld_1, val_loss=2.470, train_loss=2.070]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.52it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 75.34it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 73.72it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.87it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.05it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.40it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.85it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.81it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.39it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.19it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.85it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.41it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.14it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.59it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.35it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.73it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.52it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.89it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.70it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.96it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.79it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.92it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.76it/s, v_num=ld_1, val_loss=2.470, train_loss=2.020]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.08it/s, v_num=ld_1, val_loss=2.490, train_loss=2.020]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.72it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 74.93it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 73.36it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.13it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.32it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.69it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.14it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.56it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.14it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.45it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.09it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.37it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.07it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.28it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.00it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.05it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.83it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.16it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.97it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.27it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.10it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.58it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.43it/s, v_num=ld_1, val_loss=2.490, train_loss=2.010]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.03it/s, v_num=ld_1, val_loss=2.550, train_loss=2.010]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.67it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 69.16it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 67.57it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.33it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.59it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.52it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.00it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.38it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.92it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.02it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.66it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.95it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.65it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.35it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.11it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.28it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.08it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.95it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.78it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.54it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.39it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.20it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.05it/s, v_num=ld_1, val_loss=2.550, train_loss=2.000]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.52it/s, v_num=ld_1, val_loss=2.500, train_loss=2.000]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.21it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 77.00it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 75.27it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.30it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.46it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.33it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.80it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.12it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.71it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.49it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.13it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.64it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.35it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.39it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.15it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.10it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.88it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.17it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.95it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.12it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.92it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.33it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.17it/s, v_num=ld_1, val_loss=2.500, train_loss=1.940]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.92it/s, v_num=ld_1, val_loss=2.610, train_loss=1.940]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.57it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 73.61it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 72.03it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.44it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.63it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.76it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.20it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.07it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.67it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.78it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.46it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.31it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.04it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.61it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.38it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.47it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.25it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.64it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.45it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.45it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.28it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.78it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.63it/s, v_num=ld_1, val_loss=2.610, train_loss=2.000]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.07it/s, v_num=ld_1, val_loss=2.760, train_loss=2.000]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.69it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 72.04it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 70.53it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.37it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.51it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.67it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.06it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.47it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.77it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.60it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.12it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.71it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.41it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.36it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.14it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.98it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.78it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.52it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.34it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.03it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.88it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.49it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.36it/s, v_num=ld_1, val_loss=2.760, train_loss=1.870]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.92it/s, v_num=ld_1, val_loss=2.750, train_loss=1.870]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.61it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 77.43it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 75.76it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.33it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.49it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.49it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.88it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.09it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.59it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.51it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.13it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.96it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.65it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.36it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.07it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.77it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.53it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.44it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.22it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.64it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.38it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.60it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.45it/s, v_num=ld_1, val_loss=2.750, train_loss=1.920]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.99it/s, v_num=ld_1, val_loss=2.410, train_loss=1.920]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.68it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 73.75it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 72.19it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.54it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.78it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.94it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.42it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.44it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.02it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.75it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.40it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.12it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.85it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.10it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.86it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.14it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.94it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.45it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.26it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.53it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.37it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.99it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.84it/s, v_num=ld_1, val_loss=2.410, train_loss=1.930]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.31it/s, v_num=ld_1, val_loss=2.950, train_loss=1.930]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.98it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 76.99it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 75.35it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.69it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.86it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.82it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.28it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.04it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.63it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.49it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.16it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.86it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.57it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.88it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.59it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.00it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.75it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.56it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.35it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.44it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.24it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.42it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.24it/s, v_num=ld_1, val_loss=2.950, train_loss=2.000]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.92it/s, v_num=ld_1, val_loss=3.130, train_loss=2.000]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.55it/s, v_num=ld_1, val_loss=3.130, train_loss=1.830]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.08it/s, v_num=ld_1, val_loss=3.130, train_loss=1.830]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.6331437230110168
      Accuracy_val          0.17365269362926483
        val_loss            3.1338460445404053
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 30.41it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 29.89it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 34.31it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 33.99it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 38.88it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 38.73it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 43.90it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 43.77it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 47.80it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 47.66it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 50.80it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 50.67it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.25it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 53.13it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.05it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.94it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.64it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.53it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.90it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.79it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.20it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.11it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.64it/s, v_num=ld_2, val_loss=7.120]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.42it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 66.93it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 65.66it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.14it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.41it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.70it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.19it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.20it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.76it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.48it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.15it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.88it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.60it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.68it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.44it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.88it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.65it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.99it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.80it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.24it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.07it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.46it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.30it/s, v_num=ld_2, val_loss=7.120, train_loss=349.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.15it/s, v_num=ld_2, val_loss=5.470, train_loss=349.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.81it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 75.03it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 73.38it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.36it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.59it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.48it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.86it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.30it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.82it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.33it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.97it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.23it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.93it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.29it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.04it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.23it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.02it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.33it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.15it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.61it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.45it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.87it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.72it/s, v_num=ld_2, val_loss=5.470, train_loss=4.030]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.44it/s, v_num=ld_2, val_loss=4.050, train_loss=4.030]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.10it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 73.73it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 72.18it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.51it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.63it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.69it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.16it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.42it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.02it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.83it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.50it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.84it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.55it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.98it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.75it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.20it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.99it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.08it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.90it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.17it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.00it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.47it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.31it/s, v_num=ld_2, val_loss=4.050, train_loss=2.460]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.88it/s, v_num=ld_2, val_loss=3.530, train_loss=2.460]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.54it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 74.40it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 72.87it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.89it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.07it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.66it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.05it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.86it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.42it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.19it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.85it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.44it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.15it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.47it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.21it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.51it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.29it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.61it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.42it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.38it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.20it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.67it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.51it/s, v_num=ld_2, val_loss=3.530, train_loss=2.340]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.86it/s, v_num=ld_2, val_loss=3.340, train_loss=2.340]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.53it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 72.56it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 71.08it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.44it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.63it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.16it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.60it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.70it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.27it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.12it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.79it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.42it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.14it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.74it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.51it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.07it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.86it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.29it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.09it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.38it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.21it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.30it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.15it/s, v_num=ld_2, val_loss=3.340, train_loss=2.250]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.71it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.35it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 73.31it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 71.64it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.77it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.95it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.04it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.50it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.37it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.92it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.32it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.98it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.50it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.22it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.38it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.17it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.19it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.98it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.39it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.19it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.10it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.90it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.33it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.17it/s, v_num=ld_2, val_loss=2.920, train_loss=2.250]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.25it/s, v_num=ld_2, val_loss=2.600, train_loss=2.250]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.93it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 74.55it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 72.95it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.62it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.84it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.35it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.82it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.89it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.48it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.32it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.99it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.54it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.26it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.57it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.32it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.06it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.85it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.98it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.80it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.53it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.35it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.81it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.65it/s, v_num=ld_2, val_loss=2.600, train_loss=2.230]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.29it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.93it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 71.74it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 70.27it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.89it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.10it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.54it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.87it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.17it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.72it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.34it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.02it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.19it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.93it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.87it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.65it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.34it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.11it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.41it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.23it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.82it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.66it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.16it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.02it/s, v_num=ld_2, val_loss=2.870, train_loss=2.230]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.25it/s, v_num=ld_2, val_loss=3.200, train_loss=2.230]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.94it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 76.35it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 74.65it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.74it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.92it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.05it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.49it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.44it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.03it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.35it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.02it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.65it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.38it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.86it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.61it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.60it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.39it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.72it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.51it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.50it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.33it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.66it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.50it/s, v_num=ld_2, val_loss=3.200, train_loss=2.210]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.81it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.41it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 69.53it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 67.86it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.64it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.85it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.71it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.17it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.46it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.03it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.92it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.60it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.38it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.11it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.30it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.07it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.29it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.08it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.24it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.05it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.23it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.06it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.10it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.96it/s, v_num=ld_2, val_loss=3.310, train_loss=2.210]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.99it/s, v_num=ld_2, val_loss=3.410, train_loss=2.210]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.67it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 73.25it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 71.58it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.46it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.61it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.65it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.06it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.47it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.99it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.27it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.88it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.64it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.34it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.87it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.62it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.19it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.00it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.77it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.59it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.10it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.93it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.46it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.31it/s, v_num=ld_2, val_loss=3.410, train_loss=2.200]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.84it/s, v_num=ld_2, val_loss=3.490, train_loss=2.200]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.53it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 74.93it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 73.31it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.70it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.89it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.61it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.07it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.20it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.79it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.39it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.01it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.46it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.21it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.84it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.60it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.60it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.37it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.69it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.49it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.68it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.50it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.91it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.75it/s, v_num=ld_2, val_loss=3.490, train_loss=2.230]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.54it/s, v_num=ld_2, val_loss=3.630, train_loss=2.230]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.20it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 75.47it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 73.76it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.44it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.64it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.30it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.75it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.77it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.35it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.01it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.68it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.18it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.89it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.18it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.93it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.20it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.98it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.81it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.63it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.87it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 75.69it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.89it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.72it/s, v_num=ld_2, val_loss=3.630, train_loss=2.180]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.24it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.89it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 75.40it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 73.66it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.55it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.75it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.77it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.22it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.52it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.09it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.39it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.06it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.54it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.26it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.47it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.23it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.67it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.46it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.73it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.53it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.92it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.74it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.20it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.04it/s, v_num=ld_2, val_loss=3.720, train_loss=2.180]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.80it/s, v_num=ld_2, val_loss=3.690, train_loss=2.180]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.46it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 75.87it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 74.27it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.33it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.51it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.24it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.70it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.50it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 75.07it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.94it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.61it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.37it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.09it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.67it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.43it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.86it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.63it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.01it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.82it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.09it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.92it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.04it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.89it/s, v_num=ld_2, val_loss=3.690, train_loss=2.150]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.30it/s, v_num=ld_2, val_loss=3.840, train_loss=2.150]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.94it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 77.46it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 75.81it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.03it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.19it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.05it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.45it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.88it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.45it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.84it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 76.51it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.17it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.85it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.03it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.75it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.32it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.06it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.69it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.48it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.28it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.07it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.97it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.80it/s, v_num=ld_2, val_loss=3.840, train_loss=2.140]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.58it/s, v_num=ld_2, val_loss=4.080, train_loss=2.140]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.20it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 71.83it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 70.34it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.38it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.64it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.53it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.01it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.08it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.67it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.31it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.97it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.44it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.13it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.64it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.39it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.45it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.24it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.24it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.04it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.36it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.18it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.64it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.48it/s, v_num=ld_2, val_loss=4.080, train_loss=2.130]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.13it/s, v_num=ld_2, val_loss=4.180, train_loss=2.130]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.79it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 71.96it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 70.21it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.82it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.91it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.44it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.84it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.36it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.92it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.69it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.33it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.89it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.53it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.76it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.48it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.53it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.29it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.07it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.87it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.13it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.95it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.48it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.32it/s, v_num=ld_2, val_loss=4.180, train_loss=2.110]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.10it/s, v_num=ld_2, val_loss=3.740, train_loss=2.110]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.77it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 72.87it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 71.31it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.88it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.07it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.46it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.88it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.14it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.71it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.89it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.40it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.92it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.62it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.18it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.94it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.42it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.21it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.56it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.35it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.40it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.22it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.57it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.41it/s, v_num=ld_2, val_loss=3.740, train_loss=2.090]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.08it/s, v_num=ld_2, val_loss=6.020, train_loss=2.090]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.75it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 73.33it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 71.80it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.54it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.54it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.71it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.11it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.43it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.98it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.22it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.85it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.73it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.42it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.59it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.33it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.88it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.67it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.34it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.16it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.67it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.50it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.54it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.39it/s, v_num=ld_2, val_loss=6.020, train_loss=2.190]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.60it/s, v_num=ld_2, val_loss=4.510, train_loss=2.190]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.27it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 72.02it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 70.33it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.09it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.26it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.10it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.55it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.75it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.33it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.13it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.80it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.92it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.64it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.15it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.91it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.08it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.87it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.87it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.68it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.07it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.91it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.48it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.33it/s, v_num=ld_2, val_loss=4.510, train_loss=2.110]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.28it/s, v_num=ld_2, val_loss=4.770, train_loss=2.110]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.95it/s, v_num=ld_2, val_loss=4.770, train_loss=2.080]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.48it/s, v_num=ld_2, val_loss=4.770, train_loss=2.080]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.6593673825263977
      Accuracy_val          0.1867469847202301
        val_loss             4.771915435791016
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model TabularCrossmodalMultiheadAttention

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 48.43it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 47.72it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.26it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.86it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.37it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.09it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.20it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.96it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.24it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.04it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.39it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.21it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.69it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.55it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.94it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.81it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.30it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.20it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.66it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.56it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.75it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.67it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.99it/s, v_num=ld_0, val_loss=2.100]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.79it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 59.37it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 58.37it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.14it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.62it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.21it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.84it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.95it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.68it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.99it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.78it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.83it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.65it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.86it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.71it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.99it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.86it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.18it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.06it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.98it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.88it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.22it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.12it/s, v_num=ld_0, val_loss=2.100, train_loss=2.280]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.32it/s, v_num=ld_0, val_loss=1.280, train_loss=2.280]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.11it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 59.85it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 58.84it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.41it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.89it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.78it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.41it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.89it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.63it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.16it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.95it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.22it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.04it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.31it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.16it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.48it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.35it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.60it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.48it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.67it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.56it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.55it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.44it/s, v_num=ld_0, val_loss=1.280, train_loss=1.710]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.52it/s, v_num=ld_0, val_loss=0.955, train_loss=1.710]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.30it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 57.28it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 56.34it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.85it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.36it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.47it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.12it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.90it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.63it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.10it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.88it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.74it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.54it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.88it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.72it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.07it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.94it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.92it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.80it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.98it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.87it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.99it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.83it/s, v_num=ld_0, val_loss=0.955, train_loss=1.100]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.67it/s, v_num=ld_0, val_loss=1.110, train_loss=1.100]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.46it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 59.07it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 58.07it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.16it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.65it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.49it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.15it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.82it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.56it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.66it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.43it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.19it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.02it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.25it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.11it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.42it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.26it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.01it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.87it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.85it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.73it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.72it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.59it/s, v_num=ld_0, val_loss=1.110, train_loss=0.713]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.95it/s, v_num=ld_0, val_loss=0.864, train_loss=0.713]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.74it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 54.69it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 53.77it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.30it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.85it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.06it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.72it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.53it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.27it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.72it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.50it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.88it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.71it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.18it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.03it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.57it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.38it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.46it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.34it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.59it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.50it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.04it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.95it/s, v_num=ld_0, val_loss=0.864, train_loss=0.459]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.66it/s, v_num=ld_0, val_loss=1.090, train_loss=0.459]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.47it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 60.24it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 59.22it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.39it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.91it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.12it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.75it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.38it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.10it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.30it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.06it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.73it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.52it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.24it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.08it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.26it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.13it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.94it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.82it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.22it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.10it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.36it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.26it/s, v_num=ld_0, val_loss=1.090, train_loss=0.302]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.83it/s, v_num=ld_0, val_loss=1.060, train_loss=0.302]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.59it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 54.13it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 53.04it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.57it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.05it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.32it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.00it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.95it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.70it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.24it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.03it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.47it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.31it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.72it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.58it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.95it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.83it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.34it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.23it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.13it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.03it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.63it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.53it/s, v_num=ld_0, val_loss=1.060, train_loss=0.251]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.36it/s, v_num=ld_0, val_loss=1.330, train_loss=0.251]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.13it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 55.90it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 54.97it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.20it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.64it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.15it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.78it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.88it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.62it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.53it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.33it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.02it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.85it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.41it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.27it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.78it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.66it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.17it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.05it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.49it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.39it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.64it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.55it/s, v_num=ld_0, val_loss=1.330, train_loss=0.173]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.33it/s, v_num=ld_0, val_loss=1.170, train_loss=0.173]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.13it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 59.44it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 58.46it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.92it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.41it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.16it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.82it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.96it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.70it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.00it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.79it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.41it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.20it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.21it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.05it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.20it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.07it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.15it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.03it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.19it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.05it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.49it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.38it/s, v_num=ld_0, val_loss=1.170, train_loss=0.207]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.51it/s, v_num=ld_0, val_loss=1.260, train_loss=0.207]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.33it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 59.48it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 58.48it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.84it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.30it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.95it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.61it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.02it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.76it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.95it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.75it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.08it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.89it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.11it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.96it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.07it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.94it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.22it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.10it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.36it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.26it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.71it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.62it/s, v_num=ld_0, val_loss=1.260, train_loss=0.138]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.95it/s, v_num=ld_0, val_loss=1.330, train_loss=0.138]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.74it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 55.36it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 54.46it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.81it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.33it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.49it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.17it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.01it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.76it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.33it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.13it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.51it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.35it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.69it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.54it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.40it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.28it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.60it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.49it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.81it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.71it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.21it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.12it/s, v_num=ld_0, val_loss=1.330, train_loss=0.107]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.59it/s, v_num=ld_0, val_loss=1.680, train_loss=0.107]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.39it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 59.55it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 58.55it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.95it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.49it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.42it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.09it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.69it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.46it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.20it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.01it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.55it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.38it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.77it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.63it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.97it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.85it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.79it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.68it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.93it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.83it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.31it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.22it/s, v_num=ld_0, val_loss=1.680, train_loss=0.0502]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.61it/s, v_num=ld_0, val_loss=1.430, train_loss=0.0502]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.41it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 59.16it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 58.15it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.08it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.57it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.02it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.68it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.22it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.97it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.43it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.19it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.45it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.28it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.62it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.47it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.10it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.96it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.02it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.91it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.77it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.66it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.18it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.08it/s, v_num=ld_0, val_loss=1.430, train_loss=0.131]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.77it/s, v_num=ld_0, val_loss=1.640, train_loss=0.131]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.57it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 57.45it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 56.37it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.63it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.04it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.21it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.74it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.49it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.22it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.56it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.35it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.96it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.79it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.43it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.29it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.81it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.69it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.12it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.01it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.15it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.03it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.20it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.12it/s, v_num=ld_0, val_loss=1.640, train_loss=0.109]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.02it/s, v_num=ld_0, val_loss=1.370, train_loss=0.109]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.84it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 59.05it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 58.00it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.38it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.89it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.35it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.00it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.00it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.73it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.08it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.87it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.70it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.54it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.96it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.82it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.00it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.88it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.15it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.04it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.18it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.08it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.50it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.40it/s, v_num=ld_0, val_loss=1.370, train_loss=0.0829]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.60it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0829]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.41it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 60.06it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 59.06it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.82it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.15it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.29it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.95it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.51it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.25it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.71it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.51it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.31it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.14it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.15it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.02it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.13it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.00it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.08it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.97it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.14it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.03it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.19it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.09it/s, v_num=ld_0, val_loss=2.140, train_loss=0.0713]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.65it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0713]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.43it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 52.24it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 51.44it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.43it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.98it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.65it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.28it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.34it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.10it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.37it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.03it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.33it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.15it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.47it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.32it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.07it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.94it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.27it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.16it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.35it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.25it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.79it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.68it/s, v_num=ld_0, val_loss=1.450, train_loss=0.155]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.18it/s, v_num=ld_0, val_loss=1.230, train_loss=0.155]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.98it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 58.08it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 57.02it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.78it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.30it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.30it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.98it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.87it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.59it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.07it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.87it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.38it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.21it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.50it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.36it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.65it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.53it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.40it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.28it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.52it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.42it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.72it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.62it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0584]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.06it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0584]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.86it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 58.28it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 57.30it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.67it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.17it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.51it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.16it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.80it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.54it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.92it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.71it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.88it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.69it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.85it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.70it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.86it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.73it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.81it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.69it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.50it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.40it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.70it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.60it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0298]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.36it/s, v_num=ld_0, val_loss=1.430, train_loss=0.0298]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.16it/s, v_num=ld_0, val_loss=1.430, train_loss=0.0121]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.87it/s, v_num=ld_0, val_loss=1.430, train_loss=0.0121]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9600938558578491
      Accuracy_val          0.7305389046669006
        val_loss            1.4290741682052612
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 26.21it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 25.84it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 28.88it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 28.67it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 34.36it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 34.24it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 38.41it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 38.30it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 41.23it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 41.14it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 43.32it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 43.22it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 44.93it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 44.85it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 46.09it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 46.01it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 47.17it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 47.09it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 48.04it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 47.96it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.91it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.84it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 43.10it/s, v_num=ld_1, val_loss=1.890]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 42.95it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 53.12it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 52.18it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.68it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.86it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.05it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.71it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.81it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.54it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.15it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.94it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.93it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.73it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.22it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.05it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.37it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.23it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.58it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.46it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.42it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.30it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.56it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.47it/s, v_num=ld_1, val_loss=1.890, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.35it/s, v_num=ld_1, val_loss=1.370, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.15it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 53.46it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 52.50it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.66it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.11it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.30it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.95it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.81it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.54it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.26it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.02it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.23it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.05it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.17it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.01it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.94it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.81it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.14it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.01it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.28it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.17it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.70it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.60it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.16it/s, v_num=ld_1, val_loss=1.110, train_loss=1.440]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.96it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 59.53it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 58.54it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.47it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.94it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.47it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.13it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.77it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.52it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.17it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.96it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.33it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.16it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.48it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.33it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.60it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.47it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.45it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.33it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.60it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.50it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.76it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.67it/s, v_num=ld_1, val_loss=1.110, train_loss=0.895]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.74it/s, v_num=ld_1, val_loss=0.977, train_loss=0.895]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.54it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 58.11it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 56.96it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.81it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.24it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.29it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.89it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.26it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.88it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.87it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.66it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.53it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.36it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.17it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.03it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.57it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.43it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.54it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.39it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.76it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.66it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.03it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.94it/s, v_num=ld_1, val_loss=0.977, train_loss=0.615]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.87it/s, v_num=ld_1, val_loss=1.180, train_loss=0.615]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.68it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 58.64it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 57.66it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.17it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.64it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.73it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.32it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.33it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.04it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.58it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.36it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.87it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.68it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.78it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.62it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.04it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.91it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.16it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.04it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.25it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.14it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.25it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.15it/s, v_num=ld_1, val_loss=1.180, train_loss=0.560]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.79it/s, v_num=ld_1, val_loss=1.050, train_loss=0.560]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.59it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 58.83it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 57.85it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.88it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.37it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.20it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.83it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.24it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.98it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.41it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.20it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.09it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.90it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.35it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.21it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.54it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.40it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.70it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.58it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.83it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.72it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.00it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.90it/s, v_num=ld_1, val_loss=1.050, train_loss=0.393]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.90it/s, v_num=ld_1, val_loss=1.190, train_loss=0.393]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.69it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 58.94it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 57.94it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.25it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.71it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.82it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.38it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.60it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.31it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.25it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.97it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.73it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.51it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.20it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.04it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.44it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.31it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.84it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.68it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.17it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.08it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.67it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.58it/s, v_num=ld_1, val_loss=1.190, train_loss=0.288]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.57it/s, v_num=ld_1, val_loss=1.000, train_loss=0.288]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.38it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 54.92it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 54.05it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.24it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.76it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.94it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.56it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.22it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.96it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.51it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.30it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.60it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.43it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.80it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.65it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.30it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.15it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.23it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.11it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.28it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.16it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.50it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.38it/s, v_num=ld_1, val_loss=1.000, train_loss=0.202]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.76it/s, v_num=ld_1, val_loss=0.992, train_loss=0.202]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.55it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 56.94it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 55.97it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.76it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.25it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.83it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.48it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.38it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.13it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.66it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.46it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.56it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.39it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.58it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.43it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.64it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.50it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.38it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.25it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.56it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.45it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.98it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.89it/s, v_num=ld_1, val_loss=0.992, train_loss=0.119]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.63it/s, v_num=ld_1, val_loss=1.070, train_loss=0.119]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.44it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 59.84it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 58.83it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.10it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.59it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.78it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.45it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.78it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.53it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.03it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.83it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.24it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.05it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.29it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.15it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.40it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.27it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.49it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.37it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.27it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.17it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.59it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.49it/s, v_num=ld_1, val_loss=1.070, train_loss=0.141]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.46it/s, v_num=ld_1, val_loss=1.060, train_loss=0.141]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.24it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 56.46it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 55.50it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.84it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.33it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.93it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.53it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.13it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.87it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.48it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.27it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.83it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.65it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.10it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.95it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.09it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.95it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.08it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.95it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.27it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.17it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.30it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.21it/s, v_num=ld_1, val_loss=1.060, train_loss=0.0752]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.03it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0752]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.83it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 54.21it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 53.23it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.14it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.66it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.14it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.81it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.92it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.67it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.45it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.24it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.06it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.89it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.93it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.77it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.00it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.87it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.19it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.07it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.35it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.25it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.79it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.70it/s, v_num=ld_1, val_loss=0.938, train_loss=0.0558]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.10it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0558]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.89it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 55.66it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 54.70it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.06it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.56it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.28it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.93it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.32it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.05it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.63it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.42it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.69it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.51it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.98it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.84it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.26it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.13it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.45it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.34it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.65it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.51it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.97it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.83it/s, v_num=ld_1, val_loss=0.994, train_loss=0.0397]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.30it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0397]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.10it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 51.99it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 51.03it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.22it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.69it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.27it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.93it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.67it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.39it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.08it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.87it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.46it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.28it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.77it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.60it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.28it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.15it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.28it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.16it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.44it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.33it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.80it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.70it/s, v_num=ld_1, val_loss=0.979, train_loss=0.0187]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.91it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0187]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.72it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 58.38it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 57.39it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.04it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.56it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.29it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.92it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.93it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.62it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.45it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.22it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.23it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.03it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.78it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.61it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.83it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.70it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.22it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.10it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.35it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.24it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.57it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.46it/s, v_num=ld_1, val_loss=1.120, train_loss=0.0238]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.35it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0238]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.15it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 53.65it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 52.69it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.27it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.77it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.15it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.83it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.01it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.77it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.46it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.25it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.72it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.56it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.11it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.97it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.33it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.21it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.50it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.38it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.15it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.05it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.61it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.52it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0199]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.19it/s, v_num=ld_1, val_loss=1.050, train_loss=0.0199]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.99it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 54.85it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 53.82it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.55it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.03it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.26it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.91it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.93it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.67it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.46it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.26it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.89it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.73it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.23it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.09it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.58it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.45it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.72it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.61it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.87it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.77it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.66it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.56it/s, v_num=ld_1, val_loss=1.050, train_loss=0.032]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.29it/s, v_num=ld_1, val_loss=1.040, train_loss=0.032]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.09it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 57.67it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 56.71it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.15it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.62it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.55it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.21it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.90it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.65it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.87it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.63it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.59it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.38it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.29it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.13it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.17it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.03it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.16it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.03it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.15it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.03it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.47it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.37it/s, v_num=ld_1, val_loss=1.040, train_loss=0.132]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.87it/s, v_num=ld_1, val_loss=1.630, train_loss=0.132]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.66it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 56.74it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 55.76it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.44it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.95it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.87it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.51it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.94it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.68it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.11it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.89it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.47it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.28it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.45it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.29it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.40it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.26it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.26it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.13it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.28it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.17it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.55it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.46it/s, v_num=ld_1, val_loss=1.630, train_loss=0.193]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.61it/s, v_num=ld_1, val_loss=1.890, train_loss=0.193]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.42it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 53.90it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 53.05it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.59it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.07it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.34it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.01it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.78it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.52it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.21it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.01it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.54it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.36it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.68it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.54it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.03it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.90it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.19it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.08it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.39it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.30it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.88it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.79it/s, v_num=ld_1, val_loss=1.890, train_loss=0.203]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.50it/s, v_num=ld_1, val_loss=1.270, train_loss=0.203]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.31it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 57.54it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 56.58it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.22it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.69it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.32it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.98it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.96it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.71it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.47it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.28it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.65it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.49it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.87it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.72it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.99it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.86it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.61it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.49it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.63it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.51it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.86it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.76it/s, v_num=ld_1, val_loss=1.270, train_loss=0.468]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.09it/s, v_num=ld_1, val_loss=1.040, train_loss=0.468]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.88it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 57.37it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 56.43it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.56it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.07it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.00it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.67it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.72it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.47it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.17it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.97it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.85it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.67it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.91it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.75it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.18it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.05it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.38it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.27it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.27it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.17it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.47it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.38it/s, v_num=ld_1, val_loss=1.040, train_loss=0.364]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.56it/s, v_num=ld_1, val_loss=0.984, train_loss=0.364]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.36it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 58.29it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 57.29it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.65it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.14it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.17it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.78it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.42it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.15it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.72it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.50it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.96it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.77it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.23it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.09it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.33it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.20it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.34it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.22it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.49it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.39it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.31it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.21it/s, v_num=ld_1, val_loss=0.984, train_loss=0.174]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.78it/s, v_num=ld_1, val_loss=0.972, train_loss=0.174]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.57it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 58.93it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 57.87it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.77it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.27it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.04it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.70it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.18it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.93it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.38it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.17it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.43it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.26it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.48it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.32it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.56it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.42it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.70it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.58it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.78it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.67it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.05it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.96it/s, v_num=ld_1, val_loss=0.972, train_loss=0.069]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.15it/s, v_num=ld_1, val_loss=1.010, train_loss=0.069]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.95it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 59.26it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 58.26it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.52it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.01it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.90it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.56it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.87it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.61it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.97it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.76it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.35it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.18it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.48it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.33it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.60it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.47it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.70it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.59it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.78it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.67it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.10it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.01it/s, v_num=ld_1, val_loss=1.010, train_loss=0.0489]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.11it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0489]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.90it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 55.37it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 54.49it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.43it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.94it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.28it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.93it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.68it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.44it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.20it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.00it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.51it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.34it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.75it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.60it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.45it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.32it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.60it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.48it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.71it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.61it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.09it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.00it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0226]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.46it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0226]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.26it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0578]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.96it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0578]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val            0.962746262550354
      Accuracy_val          0.7544910311698914
        val_loss            1.2129969596862793
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 26.00it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 25.61it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 28.61it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 28.38it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 34.06it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 33.94it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 38.20it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 38.09it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 41.20it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 41.10it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 43.50it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 43.40it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 45.22it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 45.13it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 46.41it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 46.32it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 47.55it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 47.47it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 48.31it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 48.24it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.29it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.23it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 43.45it/s, v_num=ld_2, val_loss=2.020]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 43.31it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 59.98it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 58.95it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.56it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.04it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.65it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.31it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.66it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.38it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.09it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.88it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.28it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.09it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.50it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.34it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.66it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.52it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.29it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.17it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.36it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.25it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.62it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.52it/s, v_num=ld_2, val_loss=2.020, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.84it/s, v_num=ld_2, val_loss=1.660, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.63it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 58.69it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 57.71it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.45it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.94it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.46it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.12it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.09it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.84it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.81it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.59it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.65it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.44it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.68it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.52it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.87it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.74it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.12it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.01it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.96it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.86it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.22it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.13it/s, v_num=ld_2, val_loss=1.660, train_loss=1.600]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.58it/s, v_num=ld_2, val_loss=1.210, train_loss=1.600]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.38it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 59.21it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 58.16it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.43it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.96it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.74it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.40it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.85it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.59it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.21it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.00it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.16it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.99it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.19it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.01it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.02it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.86it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.00it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.88it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.87it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.76it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.65it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.54it/s, v_num=ld_2, val_loss=1.210, train_loss=1.080]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.78it/s, v_num=ld_2, val_loss=1.060, train_loss=1.080]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.58it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 58.38it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 57.40it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.39it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.69it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.40it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.02it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.33it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.06it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.21it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.01it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.73it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.56it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.92it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.75it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.83it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.68it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.78it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.65it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.91it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.79it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.27it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.17it/s, v_num=ld_2, val_loss=1.060, train_loss=0.776]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.54it/s, v_num=ld_2, val_loss=1.040, train_loss=0.776]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.35it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 57.51it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 56.49it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.13it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.62it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.55it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.21it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.89it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.63it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.16it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.95it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.21it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.04it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.44it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.29it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.65it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.52it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.76it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.63it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.79it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.68it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.08it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.98it/s, v_num=ld_2, val_loss=1.040, train_loss=0.520]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.38it/s, v_num=ld_2, val_loss=0.935, train_loss=0.520]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.18it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 54.76it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 53.87it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.82it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.34it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.77it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.44it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.39it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.14it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.78it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.56it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.09it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.91it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.20it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.05it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.92it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.79it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.14it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.02it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.27it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.17it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.52it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.43it/s, v_num=ld_2, val_loss=0.935, train_loss=0.392]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.88it/s, v_num=ld_2, val_loss=0.877, train_loss=0.392]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.68it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 59.14it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 58.03it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.96it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.45it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.70it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.33it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.51it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.23it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.55it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 55.34it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.72it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.53it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.01it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.86it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.31it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.18it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.14it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.03it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.46it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.36it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.91it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.82it/s, v_num=ld_2, val_loss=0.877, train_loss=0.284]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.82it/s, v_num=ld_2, val_loss=1.070, train_loss=0.284]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.64it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 59.51it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 58.51it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.54it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.02it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.54it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.21it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.97it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.69it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.92it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.72it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.05it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.88it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.26it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.12it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.46it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.33it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.57it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.45it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.40it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.29it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.68it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.57it/s, v_num=ld_2, val_loss=1.070, train_loss=0.242]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.75it/s, v_num=ld_2, val_loss=1.000, train_loss=0.242]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.56it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 56.15it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 55.12it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.29it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.80it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.04it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.69it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.99it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.72it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.31it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.09it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.45it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.28it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.76it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.61it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.06it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.92it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.25it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.14it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.38it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.28it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.19it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.08it/s, v_num=ld_2, val_loss=1.000, train_loss=0.161]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.73it/s, v_num=ld_2, val_loss=1.310, train_loss=0.161]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.53it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 57.46it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 56.50it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.05it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.51it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.29it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.92it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.10it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.82it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.82it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.60it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.72it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.55it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.92it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.77it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.56it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.41it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.50it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 56.38it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.46it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 56.32it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.59it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.48it/s, v_num=ld_2, val_loss=1.310, train_loss=0.137]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.21it/s, v_num=ld_2, val_loss=1.240, train_loss=0.137]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.02it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 57.88it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 56.68it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.82it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.33it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.48it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.15it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.94it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.68it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.18it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.98it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.66it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.49it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.75it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.59it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.64it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.51it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.73it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.62it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.86it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.75it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.27it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.18it/s, v_num=ld_2, val_loss=1.240, train_loss=0.102]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.86it/s, v_num=ld_2, val_loss=1.140, train_loss=0.102]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.66it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 52.22it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 51.39it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.90it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.43it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.09it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.77it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.10it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.86it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.64it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.43it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.94it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.78it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.26it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.12it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.68it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.54it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.84it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.73it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.03it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.93it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.35it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.25it/s, v_num=ld_2, val_loss=1.140, train_loss=0.103]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.70it/s, v_num=ld_2, val_loss=1.320, train_loss=0.103]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.50it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 59.08it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 58.10it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.50it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.03it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.26it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.91it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.71it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.34it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.38it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.14it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.04it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.84it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.53it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.36it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.11it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 54.96it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.78it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 54.66it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.95it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.84it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.33it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.23it/s, v_num=ld_2, val_loss=1.320, train_loss=0.113]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.52it/s, v_num=ld_2, val_loss=1.460, train_loss=0.113]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.34it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 57.54it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 56.52it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.28it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.70it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.07it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.70it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.74it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.47it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.18it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.98it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.62it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.45it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.95it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.81it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.20it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.08it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.45it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.34it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.33it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.22it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.65it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.56it/s, v_num=ld_2, val_loss=1.460, train_loss=0.185]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.90it/s, v_num=ld_2, val_loss=1.400, train_loss=0.185]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.71it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 56.62it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 55.68it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.84it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.34it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.15it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.82it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.77it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.53it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.20it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.99it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.41it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.25it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.64it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.50it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.77it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.65it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.96it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.85it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.15it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.05it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.13it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.04it/s, v_num=ld_2, val_loss=1.400, train_loss=0.149]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.52it/s, v_num=ld_2, val_loss=1.290, train_loss=0.149]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.32it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 59.91it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 58.91it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.06it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.51it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.00it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.66it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.02it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.76it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.60it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.38it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.79it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.62it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.50it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.32it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.18it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.02it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.14it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.01it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.17it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.06it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.50it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.40it/s, v_num=ld_2, val_loss=1.290, train_loss=0.111]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.75it/s, v_num=ld_2, val_loss=1.510, train_loss=0.111]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.55it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 58.80it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 57.83it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.32it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.81it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.85it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.46it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.27it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.99it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.49it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.24it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.10it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 55.89it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.82it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.65it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.66it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 55.52it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.74it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 55.61it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.67it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 55.55it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.09it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.99it/s, v_num=ld_2, val_loss=1.510, train_loss=0.119]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.11it/s, v_num=ld_2, val_loss=1.160, train_loss=0.119]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.93it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 53.88it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 53.00it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.59it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.11it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.56it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.22it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.01it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.74it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.08it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 56.89it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.34it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.16it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.53it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.38it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.87it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 56.74it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.16it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.05it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.24it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.14it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.49it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.39it/s, v_num=ld_2, val_loss=1.160, train_loss=0.116]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.19it/s, v_num=ld_2, val_loss=1.130, train_loss=0.116]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.99it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 58.48it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 57.45it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.77it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.26it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.58it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.25it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.16it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.90it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.34it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.13it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.22it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.03it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.78it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 57.59it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.74it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.62it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.44it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 57.33it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.64it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 57.54it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.03it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.94it/s, v_num=ld_2, val_loss=1.130, train_loss=0.036]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.65it/s, v_num=ld_2, val_loss=1.190, train_loss=0.036]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.45it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 58.41it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 57.44it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.87it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.36it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.93it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.61it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.72it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.47it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.23it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.03it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.48it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.31it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.76it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.62it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.65it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.52it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.55it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.44it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.19it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.09it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.57it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.47it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0506]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.10it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0506]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 50.90it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 58.73it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 57.76it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.12it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.62it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.20it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.83it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.37it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.13it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.81it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.61it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.99it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.82it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.87it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.73it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.12it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.00it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.17it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.06it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.34it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.24it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.42it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.32it/s, v_num=ld_2, val_loss=1.310, train_loss=0.0521]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.72it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0521]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.52it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0465]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.23it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0465]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9570846557617188
      Accuracy_val           0.740963876247406
        val_loss            1.5730851888656616
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model TabularDecision

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 60.05it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 58.99it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.38it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.72it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.09it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.63it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.21it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.85it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.62it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.31it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.52it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.26it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.39it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.17it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.05it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.85it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.58it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.40it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.96it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.80it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.45it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.30it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.42it/s, v_num=ld_0, val_loss=1.720]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.09it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 81.39it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 79.37it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.92it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.90it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.40it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.77it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.57it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.09it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.36it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.97it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.51it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.19it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.45it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.16it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.45it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.21it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.51it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.29it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.51it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.31it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.38it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.20it/s, v_num=ld_0, val_loss=1.720, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.81it/s, v_num=ld_0, val_loss=1.430, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.42it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 78.39it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 76.60it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.14it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.25it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.06it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.45it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.99it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.52it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.69it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.31it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.05it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.76it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.64it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.39it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.02it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.79it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.21it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.00it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.39it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.17it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.96it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.76it/s, v_num=ld_0, val_loss=1.430, train_loss=1.430]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.70it/s, v_num=ld_0, val_loss=1.070, train_loss=1.430]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.32it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 76.04it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 74.05it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.20it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.21it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.41it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.81it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.47it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.03it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.61it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.27it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.48it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.17it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.14it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.88it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.23it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.99it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.46it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.26it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.80it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.61it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.15it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.98it/s, v_num=ld_0, val_loss=1.070, train_loss=0.896]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.00it/s, v_num=ld_0, val_loss=0.898, train_loss=0.896]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.65it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 80.95it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 79.12it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.85it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.92it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.92it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.30it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.33it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.86it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.77it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.39it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.55it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.25it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.29it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.01it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.72it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.48it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.22it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.97it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.14it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.94it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.39it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.18it/s, v_num=ld_0, val_loss=0.898, train_loss=0.578]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.79it/s, v_num=ld_0, val_loss=0.889, train_loss=0.578]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.42it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 78.39it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 76.61it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.74it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.78it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.73it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.07it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.17it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.69it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.65it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.25it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.78it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.45it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.80it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.52it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.92it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.66it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.88it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.66it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.61it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.39it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.77it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.59it/s, v_num=ld_0, val_loss=0.889, train_loss=0.372]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.68it/s, v_num=ld_0, val_loss=0.834, train_loss=0.372]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.33it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 81.26it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 79.35it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.72it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.71it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.30it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.63it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.65it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.17it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.02it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.65it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.85it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.52it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.20it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.92it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.02it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.78it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.20it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.01it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.45it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.26it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.53it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.36it/s, v_num=ld_0, val_loss=0.834, train_loss=0.172]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.03it/s, v_num=ld_0, val_loss=0.845, train_loss=0.172]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.68it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 81.89it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 79.99it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.98it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.01it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.12it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.48it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.31it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.83it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.47it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.09it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.08it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.67it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.85it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.58it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.86it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.62it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.95it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.74it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.03it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.84it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.33it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.16it/s, v_num=ld_0, val_loss=0.845, train_loss=0.146]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.64it/s, v_num=ld_0, val_loss=1.180, train_loss=0.146]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.27it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 79.96it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 78.16it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.75it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.89it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.13it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.54it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.77it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.31it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.31it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.94it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.68it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.37it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.13it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.86it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.19it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.96it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.35it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.14it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.60it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.41it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.99it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.82it/s, v_num=ld_0, val_loss=1.180, train_loss=0.119]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.53it/s, v_num=ld_0, val_loss=1.070, train_loss=0.119]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.16it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 82.10it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 79.99it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.61it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.69it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.43it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.82it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.01it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.54it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.13it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.75it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.43it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.11it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.39it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.09it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.93it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.66it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.27it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.03it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.25it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.03it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.25it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.04it/s, v_num=ld_0, val_loss=1.070, train_loss=0.171]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.70it/s, v_num=ld_0, val_loss=0.948, train_loss=0.171]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.31it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 75.58it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 73.92it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.56it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.68it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.61it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.95it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.62it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.14it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.54it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.09it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.04it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.70it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.39it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.07it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.24it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.00it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.18it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.97it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.86it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.68it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.07it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.90it/s, v_num=ld_0, val_loss=0.948, train_loss=0.0757]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.90it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0757]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.55it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 82.54it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 80.66it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.17it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.21it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.59it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.94it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.56it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.03it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.55it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.15it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.79it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.46it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.81it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.53it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.05it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.80it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.18it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.96it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.33it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.14it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.97it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.79it/s, v_num=ld_0, val_loss=0.867, train_loss=0.0532]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.05it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0532]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.67it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 79.21it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 77.13it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.75it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.76it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.35it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.73it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.69it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.22it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.02it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.63it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.73it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.41it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.03it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.75it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.11it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.87it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.32it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.10it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.57it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.37it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.97it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.78it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0281]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.27it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0281]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.87it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 83.63it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 81.69it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.85it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.89it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.52it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.88it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.97it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.49it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.36it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.97it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.45it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.12it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.60it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.32it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.34it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.10it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.48it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.26it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.42it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.21it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.59it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.40it/s, v_num=ld_0, val_loss=0.971, train_loss=0.0184]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.78it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0184]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.41it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 81.95it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 80.02it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.34it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.38it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.10it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.44it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.24it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.76it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.65it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.27it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.93it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.60it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.16it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.89it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.41it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.17it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.26it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.05it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.43it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.23it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.60it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.43it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0231]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.98it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0231]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.61it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 80.67it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 78.63it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.40it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.25it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.96it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.32it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.64it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.18it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.28it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.90it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.76it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.42it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.07it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.80it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.30it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.06it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.56it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.34it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.24it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.04it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.58it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.40it/s, v_num=ld_0, val_loss=1.470, train_loss=0.0261]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.97it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0261]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.60it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 82.44it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 80.56it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.11it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.15it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.48it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.83it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.68it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.16it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.87it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.41it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.52it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.13it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.14it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.81it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.76it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.48it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.74it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.51it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.01it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.82it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.11it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.94it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0245]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.80it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0245]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.44it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 83.90it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 81.97it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.08it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.02it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.89it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.20it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.48it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.86it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.10it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.65it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.67it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.30it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.30it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.96it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.48it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.22it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.72it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.50it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.92it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.72it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.15it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.94it/s, v_num=ld_0, val_loss=1.640, train_loss=0.0237]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.88it/s, v_num=ld_0, val_loss=1.090, train_loss=0.0237]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.51it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 80.17it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 78.31it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.29it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.38it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.35it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.73it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.72it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.26it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.31it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.93it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.47it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.15it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.63it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.34it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.45it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.20it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.54it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.32it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.76it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.56it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.07it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.89it/s, v_num=ld_0, val_loss=1.090, train_loss=0.028]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.48it/s, v_num=ld_0, val_loss=1.230, train_loss=0.028]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.11it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 81.62it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 79.73it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.18it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.19it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.59it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.90it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.23it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.70it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.84it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.46it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.06it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.75it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.28it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.01it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.68it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.45it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.58it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.38it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.28it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.05it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.41it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.20it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0143]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.34it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0143]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.92it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 73.04it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 71.13it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.15it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.07it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.40it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.64it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.81it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.38it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.94it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.59it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.17it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.88it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.07it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.82it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.84it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.62it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.36it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.17it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.61it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.43it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.23it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.06it/s, v_num=ld_0, val_loss=1.270, train_loss=0.0283]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.91it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0283]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.56it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0318]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.95it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0318]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9643793106079102
      Accuracy_val           0.742514967918396
        val_loss            1.5012564659118652
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 31.35it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 30.73it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 34.86it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 34.49it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 38.65it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 38.49it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 44.40it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 44.26it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 48.90it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 48.77it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.52it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 52.39it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.34it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 55.22it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.38it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 57.26it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.20it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.09it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.88it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.78it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.49it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.39it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.57it/s, v_num=ld_1, val_loss=1.670]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.35it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 83.03it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 81.12it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.43it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.51it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.21it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.61it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.61it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.20it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.15it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.75it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.35it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.02it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.90it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.61it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.78it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.53it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.00it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.78it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.11it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.91it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.17it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.96it/s, v_num=ld_1, val_loss=1.670, train_loss=2.170]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.59it/s, v_num=ld_1, val_loss=1.140, train_loss=2.170]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.20it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 77.97it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 76.07it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.32it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.39it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.45it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.81it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.94it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.42it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.54it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.13it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.63it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.28it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.81it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.53it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.96it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.71it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.76it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.54it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.97it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.76it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.29it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.10it/s, v_num=ld_1, val_loss=1.140, train_loss=1.210]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.27it/s, v_num=ld_1, val_loss=1.020, train_loss=1.210]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.89it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 78.94it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 77.17it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.93it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.97it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.93it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.31it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.83it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.35it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.15it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.76it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.53it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.20it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.82it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.54it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.93it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.67it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.07it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.85it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.94it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.74it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.26it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.08it/s, v_num=ld_1, val_loss=1.020, train_loss=0.895]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.99it/s, v_num=ld_1, val_loss=0.764, train_loss=0.895]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.62it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 80.48it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 78.54it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.58it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.59it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.45it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.76it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.31it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.77it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.55it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.11it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.95it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.60it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.29it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.02it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.73it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.49it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.00it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.79it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.03it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.84it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.70it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.47it/s, v_num=ld_1, val_loss=0.764, train_loss=0.561]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.02it/s, v_num=ld_1, val_loss=0.702, train_loss=0.561]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.63it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 77.99it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 75.82it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.27it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.27it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.25it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.63it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.91it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.46it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.71it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.35it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.26it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.92it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.84it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.54it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.61it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.35it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.76it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.54it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.07it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.88it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.38it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.20it/s, v_num=ld_1, val_loss=0.702, train_loss=0.293]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.09it/s, v_num=ld_1, val_loss=0.599, train_loss=0.293]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.74it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 81.87it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 79.95it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.93it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.97it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.53it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.90it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.15it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.68it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.60it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.22it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.05it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.73it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.25it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.97it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.13it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.87it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.22it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.00it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.34it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.14it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.67it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.49it/s, v_num=ld_1, val_loss=0.599, train_loss=0.182]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.94it/s, v_num=ld_1, val_loss=0.635, train_loss=0.182]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.57it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 82.29it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 80.21it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.67it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.72it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.75it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.12it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.30it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.83it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.56it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.17it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.82it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.50it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.07it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.79it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.23it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.99it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.67it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.45it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.21it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.00it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.44it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.25it/s, v_num=ld_1, val_loss=0.635, train_loss=0.106]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.53it/s, v_num=ld_1, val_loss=0.599, train_loss=0.106]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.14it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 81.22it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 79.32it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.49it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.53it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.43it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.78it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.85it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.37it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.26it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.87it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.49it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.15it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.60it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.31it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.84it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.59it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.01it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.78it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.77it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.57it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.11it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.91it/s, v_num=ld_1, val_loss=0.599, train_loss=0.0534]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.34it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0534]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.95it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 80.88it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 78.98it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.38it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.42it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.07it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.42it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.22it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.71it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.53it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.14it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.69it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.33it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.93it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.64it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.18it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.94it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.11it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.89it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.48it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.29it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.24it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.07it/s, v_num=ld_1, val_loss=1.000, train_loss=0.0618]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.69it/s, v_num=ld_1, val_loss=0.820, train_loss=0.0618]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.31it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 79.99it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 78.18it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.00it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.04it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.59it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.94it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.07it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.58it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.16it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.76it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.82it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.50it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.87it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.58it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.77it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.52it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.95it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.73it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.61it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.41it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.84it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.67it/s, v_num=ld_1, val_loss=0.820, train_loss=0.100]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.31it/s, v_num=ld_1, val_loss=1.210, train_loss=0.100]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.93it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 81.61it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 79.74it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.65it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.72it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.63it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.00it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.14it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.67it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.54it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.13it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.71it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.40it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.90it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.62it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.88it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.64it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.14it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.93it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.36it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.17it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.75it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.57it/s, v_num=ld_1, val_loss=1.210, train_loss=0.198]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.10it/s, v_num=ld_1, val_loss=0.822, train_loss=0.198]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.73it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 82.89it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 80.96it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.21it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.23it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.12it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.49it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.67it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.19it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.94it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.56it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.81it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.49it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.92it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.64it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.92it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.68it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.82it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.61it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.03it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.83it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.18it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.00it/s, v_num=ld_1, val_loss=0.822, train_loss=0.152]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.44it/s, v_num=ld_1, val_loss=1.210, train_loss=0.152]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.06it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 83.83it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 81.83it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.58it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.50it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.49it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.81it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.96it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.34it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.60it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.16it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.35it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.02it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.18it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.89it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.23it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.98it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.36it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.14it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.25it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.06it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.30it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.10it/s, v_num=ld_1, val_loss=1.210, train_loss=0.134]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.14it/s, v_num=ld_1, val_loss=0.926, train_loss=0.134]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.76it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 80.97it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 79.16it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.82it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.57it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.20it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.54it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.54it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.97it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.05it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.63it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.34it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.00it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.43it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.14it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.68it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.43it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.78it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.55it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.96it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.76it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.00it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.83it/s, v_num=ld_1, val_loss=0.926, train_loss=0.197]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.83it/s, v_num=ld_1, val_loss=0.952, train_loss=0.197]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.48it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 80.78it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 78.84it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.51it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.55it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.68it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.03it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.87it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.40it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.14it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.74it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.94it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.62it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.31it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.03it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.60it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.36it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.84it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.62it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.88it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.68it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.15it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.97it/s, v_num=ld_1, val_loss=0.952, train_loss=0.0853]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.27it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0853]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.88it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 81.96it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 80.09it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.76it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.82it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.40it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.76it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.82it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.33it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.89it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.50it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.02it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.69it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.28it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.00it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.88it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.64it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.07it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.85it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.26it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.07it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.65it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.47it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0325]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.89it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0325]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.52it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 80.24it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 78.16it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.02it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.06it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.35it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.72it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.05it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.58it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.58it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.18it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.80it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.47it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.06it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.78it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.20it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.94it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.01it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.80it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.20it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.00it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.50it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.32it/s, v_num=ld_1, val_loss=0.823, train_loss=0.0347]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.76it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0347]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.38it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 80.69it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 78.85it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.81it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.88it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.13it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.43it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.81it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.34it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.35it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.97it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.87it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.55it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.88it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.60it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.15it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.90it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.28it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.05it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.14it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.94it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.45it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.27it/s, v_num=ld_1, val_loss=0.859, train_loss=0.0102]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.90it/s, v_num=ld_1, val_loss=0.889, train_loss=0.0102]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.52it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 79.81it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 77.99it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.54it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.59it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.86it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.19it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.13it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.63it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.47it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.08it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.95it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.63it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.22it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.95it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.43it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.18it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.71it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.49it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.87it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.68it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.02it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.85it/s, v_num=ld_1, val_loss=0.889, train_loss=0.00265]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.40it/s, v_num=ld_1, val_loss=0.860, train_loss=0.00265]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.03it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 82.35it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 80.29it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.07it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.03it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.51it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.82it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.50it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.98it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.59it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.17it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.16it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.80it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.37it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.02it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.61it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.37it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.51it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.28it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.29it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.09it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.65it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.47it/s, v_num=ld_1, val_loss=0.860, train_loss=0.0016]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.04it/s, v_num=ld_1, val_loss=0.842, train_loss=0.0016]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.65it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 79.00it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 77.21it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.23it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.35it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.57it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.96it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.39it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.92it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.97it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.59it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.41it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.09it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.54it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.25it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.27it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.02it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.47it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.22it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.38it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.17it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.77it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.59it/s, v_num=ld_1, val_loss=0.842, train_loss=0.000972]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.13it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000972]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.73it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 81.11it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 79.25it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.08it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.13it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.01it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.37it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.89it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.40it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.23it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.84it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.68it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.36it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.66it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.39it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.22it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.96it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.08it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.87it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.01it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.81it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.38it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.20it/s, v_num=ld_1, val_loss=0.834, train_loss=0.000745]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.89it/s, v_num=ld_1, val_loss=0.833, train_loss=0.000745]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.52it/s, v_num=ld_1, val_loss=0.833, train_loss=0.000627]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.97it/s, v_num=ld_1, val_loss=0.833, train_loss=0.000627]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9809353947639465
      Accuracy_val          0.8383233547210693
        val_loss            0.8332129120826721
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 32.38it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 31.79it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 36.61it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 36.24it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 39.71it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 39.55it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 45.53it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 45.38it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 49.97it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 49.82it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.38it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 53.25it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.21it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 56.07it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.42it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.31it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.44it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.33it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 62.19it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 62.09it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.77it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.67it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.60it/s, v_num=ld_2, val_loss=1.680]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.38it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 79.49it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 77.73it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.66it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.73it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.82it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.19it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.48it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.00it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.87it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.49it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.74it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.40it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.70it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.43it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.84it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.60it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.10it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.88it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.29it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.10it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.58it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.39it/s, v_num=ld_2, val_loss=1.680, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.56it/s, v_num=ld_2, val_loss=1.380, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.18it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 77.45it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 75.72it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.40it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.59it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.58it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.01it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.96it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.51it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.68it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.30it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.52it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.21it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.82it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.55it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.71it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.48it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.71it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.51it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.91it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.73it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.24it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.07it/s, v_num=ld_2, val_loss=1.380, train_loss=1.280]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.09it/s, v_num=ld_2, val_loss=1.130, train_loss=1.280]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.74it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 82.35it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 80.43it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.81it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.71it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.37it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.68it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.05it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.53it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.54it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.13it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.50it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.15it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.59it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.30it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.73it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.48it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.21it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.99it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.38it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.18it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.58it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.39it/s, v_num=ld_2, val_loss=1.130, train_loss=0.843]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.01it/s, v_num=ld_2, val_loss=1.000, train_loss=0.843]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.65it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 82.02it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 80.15it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.57it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.54it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.81it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.15it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.16it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.68it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.45it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.06it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.66it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.34it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.90it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.60it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.06it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.79it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.12it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.87it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.87it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.67it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.21it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.03it/s, v_num=ld_2, val_loss=1.000, train_loss=0.500]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.34it/s, v_num=ld_2, val_loss=0.704, train_loss=0.500]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.94it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 81.30it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 79.37it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.15it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.24it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.28it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.65it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.90it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.41it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.15it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.75it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.41it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.09it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.73it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.45it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.93it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.68it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.91it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.69it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.01it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.81it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.93it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.75it/s, v_num=ld_2, val_loss=0.704, train_loss=0.294]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.56it/s, v_num=ld_2, val_loss=0.860, train_loss=0.294]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.16it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 82.66it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 80.78it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.35it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.37it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.77it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.12it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.50it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.01it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.67it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.28it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.91it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.54it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.23it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.91it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.03it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.77it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.35it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.06it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.73it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.48it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.46it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.25it/s, v_num=ld_2, val_loss=0.860, train_loss=0.144]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.94it/s, v_num=ld_2, val_loss=0.878, train_loss=0.144]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.56it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 78.79it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 76.95it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.62it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.72it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.79it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.16it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.35it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.88it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.98it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.58it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.52it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.21it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.05it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.79it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.17it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.93it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.52it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.31it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.88it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.69it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.30it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.13it/s, v_num=ld_2, val_loss=0.878, train_loss=0.0716]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.84it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0716]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.46it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 82.78it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 80.70it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.54it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.56it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.46it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.82it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.07it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.55it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.17it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.74it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.04it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.71it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.13it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.83it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.19it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.92it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.81it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.59it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.99it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.80it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.37it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.17it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0525]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.42it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0525]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.00it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 76.02it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 74.25it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.52it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.08it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.83it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.15it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.05it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.52it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.64it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.27it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.56it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.25it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.12it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.86it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.78it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.55it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.94it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.74it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.04it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.85it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.69it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.53it/s, v_num=ld_2, val_loss=1.400, train_loss=0.0704]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.12it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0704]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.76it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 81.78it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 79.88it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.86it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.91it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.85it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.20it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.34it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.82it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.62it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.24it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.02it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.69it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.35it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.08it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.65it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.41it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.84it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.62it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.86it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.64it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.54it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.36it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0972]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.88it/s, v_num=ld_2, val_loss=1.030, train_loss=0.0972]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.51it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 79.44it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 77.61it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.75it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.78it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.35it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 75.70it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.74it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.25it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.54it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.12it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.59it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.21it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.36it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.05it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.31it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.06it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.57it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.33it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.01it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.83it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.69it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.52it/s, v_num=ld_2, val_loss=1.030, train_loss=0.114]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.08it/s, v_num=ld_2, val_loss=0.991, train_loss=0.114]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.72it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 79.36it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 77.57it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.41it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.48it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.37it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.68it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.18it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.69it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.87it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.47it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.19it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.85it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.57it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.27it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.35it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.11it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.04it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.81it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.98it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.79it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.11it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.94it/s, v_num=ld_2, val_loss=0.991, train_loss=0.0698]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.78it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0698]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.42it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 83.31it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 81.39it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.43it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.35it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.17it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.49it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.92it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.41it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.33it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.94it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.62it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.29it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.69it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.32it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.25it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.97it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.67it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.43it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.28it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.05it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.06it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.86it/s, v_num=ld_2, val_loss=0.990, train_loss=0.0433]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.39it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0433]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.00it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 80.51it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 78.69it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.51it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.60it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.56it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.92it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.23it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.81it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.92it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.54it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.27it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.95it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.55it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.27it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.55it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.28it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.36it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.14it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.08it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.88it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.40it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.22it/s, v_num=ld_2, val_loss=1.130, train_loss=0.0519]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.84it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0519]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.48it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 83.67it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 81.73it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.69it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.31it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.67it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.73it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.21it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.72it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.58it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.18it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.88it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.54it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.86it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.44it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.58it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.29it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.71it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.48it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.40it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.16it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.95it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.75it/s, v_num=ld_2, val_loss=1.410, train_loss=0.0309]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.58it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0309]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.18it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 73.39it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 71.47it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.69it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.74it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.80it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.17it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.17it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.69it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.34it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.95it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.14it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.81it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.65it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.37it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.91it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.67it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.73it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.49it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.85it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.64it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.14it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.96it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0547]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.54it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0547]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.09it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 77.04it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 75.33it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.14it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.23it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.87it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.25it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.08it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.60it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.81it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.42it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.14it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.80it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.37it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.08it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.69it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.46it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.11it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.90it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.41it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.21it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.67it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.48it/s, v_num=ld_2, val_loss=1.370, train_loss=0.0758]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.17it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0758]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.79it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 80.89it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 79.01it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.68it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.65it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.08it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.40it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.67it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.17it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.86it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.45it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.21it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.87it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.46it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.13it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.61it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.36it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.30it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.09it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.55it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.36it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.90it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.72it/s, v_num=ld_2, val_loss=1.430, train_loss=0.0665]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.39it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0665]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.03it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 83.48it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 81.56it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.85it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.87it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.97it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.30it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.02it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.49it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.61it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.19it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.71it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.36it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.68it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.39it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.62it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.37it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.82it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.60it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.53it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.34it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.61it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.40it/s, v_num=ld_2, val_loss=1.420, train_loss=0.0969]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.52it/s, v_num=ld_2, val_loss=1.260, train_loss=0.0969]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.10it/s, v_num=ld_2, val_loss=1.260, train_loss=0.120]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.51it/s, v_num=ld_2, val_loss=1.260, train_loss=0.120]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val            0.964627206325531
      Accuracy_val           0.759036123752594
        val_loss            1.2630728483200073
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model MCVAE_tab

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 69.97it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 68.56it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.45it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.62it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.01it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.42it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.12it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.67it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.86it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.47it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.90it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.58it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.66it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.39it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.06it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.82it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.54it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.31it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.90it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.70it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.18it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.98it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.95it/s, v_num=ld_0, val_loss=2.140]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.56it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 86.75it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 84.57it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.77it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.66it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.26it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.46it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.46it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.89it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.06it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.61it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.47it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.08it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.72it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.41it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.97it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.69it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.86it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.60it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.00it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.76it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.28it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.07it/s, v_num=ld_0, val_loss=2.140, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.21it/s, v_num=ld_0, val_loss=1.970, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.80it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 83.96it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 82.00it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.21it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.14it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.69it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.94it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.37it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.78it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.65it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.18it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.86it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.48it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.44it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.11it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.50it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.21it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.72it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.44it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.84it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.61it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.04it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.84it/s, v_num=ld_0, val_loss=1.970, train_loss=2.000]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.02it/s, v_num=ld_0, val_loss=1.870, train_loss=2.000]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.58it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 89.27it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 87.10it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.70it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.59it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.91it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.18it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.47it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.90it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.77it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.31it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.72it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.33it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.87it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.54it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.92it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.63it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.52it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.27it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.60it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.37it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.84it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.61it/s, v_num=ld_0, val_loss=1.870, train_loss=1.770]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.68it/s, v_num=ld_0, val_loss=1.640, train_loss=1.770]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.26it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 88.26it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 86.10it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.07it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.94it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.67it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.87it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.67it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.08it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.02it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.50it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.53it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.13it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.01it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.67it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.76it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.49it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.85it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.60it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.17it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.95it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.29it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.10it/s, v_num=ld_0, val_loss=1.640, train_loss=1.730]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.69it/s, v_num=ld_0, val_loss=1.820, train_loss=1.730]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.29it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 87.92it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 85.54it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.05it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.95it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.64it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.90it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.06it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.50it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.36it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.91it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.92it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.49it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.11it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.79it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.96it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.68it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.95it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.70it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.07it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.85it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.32it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.11it/s, v_num=ld_0, val_loss=1.820, train_loss=1.560]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.31it/s, v_num=ld_0, val_loss=1.440, train_loss=1.560]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.90it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 89.98it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 87.76it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.96it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.87it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.75it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.00it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.11it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.55it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.03it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.58it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.97it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.59it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.71it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.39it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.52it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.23it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.75it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.50it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.04it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.81it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.03it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.83it/s, v_num=ld_0, val_loss=1.440, train_loss=1.450]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.83it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.42it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 87.64it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 85.54it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.06it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.95it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.94it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.20it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.68it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.09it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.21it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.77it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.63it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.26it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.02it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.70it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.13it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.82it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.34it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.09it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.96it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.73it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.79it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.58it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.68it/s, v_num=ld_0, val_loss=1.510, train_loss=1.450]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.24it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 86.46it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 84.39it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.73it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.66it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.65it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.87it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.84it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.29it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.07it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.63it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.58it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.22it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.94it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.63it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.93it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.55it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.67it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.42it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.91it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.69it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.23it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.02it/s, v_num=ld_0, val_loss=1.510, train_loss=1.390]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.17it/s, v_num=ld_0, val_loss=1.580, train_loss=1.390]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.75it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 85.92it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 83.71it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.67it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.56it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.36it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.61it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.90it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.34it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.35it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.91it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.58it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.21it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.05it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.73it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.92it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.65it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.20it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.96it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.45it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.23it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.68it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.47it/s, v_num=ld_0, val_loss=1.580, train_loss=1.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.47it/s, v_num=ld_0, val_loss=1.490, train_loss=1.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.09it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 88.97it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 86.75it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.83it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.70it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.57it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.83it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.18it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.63it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.59it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.14it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.76it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.38it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.94it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.62it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.12it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.83it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.32it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.06it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.26it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.03it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.41it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.20it/s, v_num=ld_0, val_loss=1.490, train_loss=1.360]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.38it/s, v_num=ld_0, val_loss=1.650, train_loss=1.360]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.97it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 88.37it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 86.05it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.35it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.25it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.81it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.06it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.46it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.90it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.79it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.35it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.04it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.66it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.14it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.83it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.36it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.08it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.75it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.51it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.08it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.86it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.15it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.95it/s, v_num=ld_0, val_loss=1.650, train_loss=1.350]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.33it/s, v_num=ld_0, val_loss=1.480, train_loss=1.350]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.93it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 88.72it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 86.50it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.14it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.02it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.30it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.55it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.69it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.12it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.76it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.27it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.36it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.94it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.61it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.24it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.42it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.14it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.64it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.39it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.79it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.56it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.01it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.80it/s, v_num=ld_0, val_loss=1.480, train_loss=1.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.90it/s, v_num=ld_0, val_loss=1.570, train_loss=1.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.49it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 88.71it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 86.50it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.93it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.85it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.17it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.37it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.36it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.80it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.55it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.07it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.44it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.04it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.42it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.09it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.17it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.76it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.23it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.98it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.41it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.19it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.70it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.50it/s, v_num=ld_0, val_loss=1.570, train_loss=1.310]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.47it/s, v_num=ld_0, val_loss=1.670, train_loss=1.310]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.04it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 88.10it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 85.86it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.49it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.40it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.24it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.51it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.02it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.48it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.65it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.21it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.16it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.77it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.34it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.00it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.53it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.25it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.58it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.33it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.41it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.18it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.67it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.47it/s, v_num=ld_0, val_loss=1.670, train_loss=1.350]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.35it/s, v_num=ld_0, val_loss=1.450, train_loss=1.350]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.92it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 88.01it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 85.88it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.18it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.06it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.01it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.26it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.34it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.73it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.90it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.44it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.30it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.93it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.59it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.26it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.81it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.50it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.66it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.40it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.78it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.55it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.06it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.85it/s, v_num=ld_0, val_loss=1.450, train_loss=1.310]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.90it/s, v_num=ld_0, val_loss=1.440, train_loss=1.310]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.48it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 87.06it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 84.88it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.65it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.59it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.88it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.15it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.66it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.10it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.84it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.39it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.29it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.92it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.99it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.67it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.18it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.90it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.38it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.13it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.64it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.40it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.95it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.75it/s, v_num=ld_0, val_loss=1.440, train_loss=1.230]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.75it/s, v_num=ld_0, val_loss=1.490, train_loss=1.230]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.31it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 88.81it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 86.58it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.90it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.79it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.98it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.24it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.32it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.74it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.37it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.90it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.46it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.06it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.47it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.09it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.29it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.99it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.84it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.57it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.94it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.70it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.14it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.91it/s, v_num=ld_0, val_loss=1.490, train_loss=1.220]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.04it/s, v_num=ld_0, val_loss=1.450, train_loss=1.220]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.63it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 88.48it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 86.13it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.29it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.18it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.42it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.66it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.52it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.92it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.69it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.23it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.62it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.24it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.40it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.07it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.06it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.78it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.05it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.80it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.11it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.88it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.95it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.74it/s, v_num=ld_0, val_loss=1.450, train_loss=1.180]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.16it/s, v_num=ld_0, val_loss=1.420, train_loss=1.180]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.74it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 88.94it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 86.75it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.18it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.00it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.21it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.46it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.41it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.84it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.75it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.30it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.29it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.91it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.69it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.37it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.52it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.23it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.60it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.34it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.61it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.39it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.96it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.76it/s, v_num=ld_0, val_loss=1.420, train_loss=1.160]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.68it/s, v_num=ld_0, val_loss=1.460, train_loss=1.160]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.27it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 86.76it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 84.48it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.38it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.23it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.16it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.42it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.09it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.53it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.82it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.35it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.09it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.72it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.15it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.83it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.98it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.70it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.34it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.09it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.68it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.44it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.45it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.25it/s, v_num=ld_0, val_loss=1.460, train_loss=1.150]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.40it/s, v_num=ld_0, val_loss=1.480, train_loss=1.150]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.01it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 88.80it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 86.63it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.25it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.14it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.59it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.82it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.35it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.75it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.83it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.38it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.97it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.60it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.21it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.89it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.53it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.25it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.53it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.26it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.15it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.92it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.27it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.07it/s, v_num=ld_0, val_loss=1.480, train_loss=1.170]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.98it/s, v_num=ld_0, val_loss=1.430, train_loss=1.170]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.55it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 86.85it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 84.70it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.19it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.10it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.97it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.22it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.52it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.89it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.98it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.52it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.36it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.97it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.47it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.14it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.28it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.97it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.12it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.86it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.21it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.98it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.59it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.39it/s, v_num=ld_0, val_loss=1.430, train_loss=1.090]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.55it/s, v_num=ld_0, val_loss=1.370, train_loss=1.090]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.12it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 84.27it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 82.29it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.06it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.00it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.31it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.57it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.73it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.09it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.30it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.80it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.37it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.98it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.10it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.77it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.98it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.70it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.26it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.01it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.22it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.92it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.02it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.77it/s, v_num=ld_0, val_loss=1.370, train_loss=1.030]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.88it/s, v_num=ld_0, val_loss=1.480, train_loss=1.030]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.48it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 88.68it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 86.46it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.60it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.49it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.60it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.87it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.81it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.21it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.83it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.30it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.10it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.69it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.13it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.79it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.29it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.95it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.27it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.00it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.02it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.77it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.13it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.92it/s, v_num=ld_0, val_loss=1.480, train_loss=0.992]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.31it/s, v_num=ld_0, val_loss=1.430, train_loss=0.992]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.85it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 84.02it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 81.88it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.41it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.32it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.24it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.51it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.18it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.58it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.36it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.86it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.03it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.65it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.29it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.00it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.94it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.65it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.48it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.24it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.94it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.70it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.09it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.89it/s, v_num=ld_0, val_loss=1.430, train_loss=0.989]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.88it/s, v_num=ld_0, val_loss=1.450, train_loss=0.989]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.49it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 87.20it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 85.01it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.04it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.92it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.24it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.45it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.30it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.70it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.41it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.93it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.79it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.39it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.58it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.24it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.74it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.44it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.70it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.42it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.67it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.43it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.81it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.60it/s, v_num=ld_0, val_loss=1.450, train_loss=1.030]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.97it/s, v_num=ld_0, val_loss=1.420, train_loss=1.030]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.55it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 87.38it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 85.13it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.01it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.91it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.90it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.16it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.44it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.84it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.64it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.14it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.09it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.68it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.23it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.87it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.00it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.70it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.27it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.01it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.57it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.35it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.87it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.67it/s, v_num=ld_0, val_loss=1.420, train_loss=0.941]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.16it/s, v_num=ld_0, val_loss=1.560, train_loss=0.941]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.77it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 89.53it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 87.29it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.75it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.63it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.20it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.45it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.28it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.65it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.31it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.84it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.67it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.27it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.12it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.80it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.41it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.13it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.65it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.39it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.58it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.34it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.86it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.65it/s, v_num=ld_0, val_loss=1.560, train_loss=0.974]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.52it/s, v_num=ld_0, val_loss=1.490, train_loss=0.974]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.08it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 87.81it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 85.67it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.54it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.42it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.23it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.38it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.45it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.88it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.12it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.66it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.44it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.07it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.71it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.38it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.68it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.40it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.84it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.59it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.04it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.81it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.36it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.14it/s, v_num=ld_0, val_loss=1.490, train_loss=0.928]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.06it/s, v_num=ld_0, val_loss=1.630, train_loss=0.928]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.64it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 86.09it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 84.05it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.82it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.74it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.01it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.27it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.66it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.04it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.13it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.68it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.30it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.92it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.03it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.70it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.17it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.86it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.41it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.15it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.60it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.37it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.82it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.61it/s, v_num=ld_0, val_loss=1.630, train_loss=0.920]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.50it/s, v_num=ld_0, val_loss=1.470, train_loss=0.920]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.08it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 89.89it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 87.65it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.90it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.77it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.61it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.86it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.23it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.59it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.59it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.12it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.58it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.19it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.59it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.26it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.71it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.41it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.35it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.09it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.44it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.21it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.50it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.29it/s, v_num=ld_0, val_loss=1.470, train_loss=0.897]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.27it/s, v_num=ld_0, val_loss=1.640, train_loss=0.897]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.85it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 90.55it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 88.30it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.15it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.00it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.24it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.47it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.44it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.83it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.01it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.37it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.05it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.49it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.61it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.28it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.28it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.99it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.30it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.05it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.56it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.31it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.52it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.32it/s, v_num=ld_0, val_loss=1.640, train_loss=0.916]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.41it/s, v_num=ld_0, val_loss=1.470, train_loss=0.916]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.00it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 89.51it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 87.28it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.21it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.07it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.87it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.09it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.03it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.46it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.23it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.77it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.96it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.57it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.87it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.35it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.77it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.46it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.90it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.64it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.92it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.69it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.12it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.91it/s, v_num=ld_0, val_loss=1.470, train_loss=0.861]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.99it/s, v_num=ld_0, val_loss=1.480, train_loss=0.861]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.58it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 89.63it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 87.41it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.41it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.33it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.16it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.43it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.93it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.32it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.19it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.74it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.28it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.90it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.04it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.71it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.84it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.55it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.01it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.74it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.38it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.17it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.56it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.36it/s, v_num=ld_0, val_loss=1.480, train_loss=0.858]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.91it/s, v_num=ld_0, val_loss=1.580, train_loss=0.858]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.49it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 87.94it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 85.82it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.92it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.76it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.25it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.39it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.72it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.14it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.58it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.13it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.13it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.77it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.76it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.45it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.18it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.91it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.55it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.31it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.21it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.98it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.14it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.94it/s, v_num=ld_0, val_loss=1.580, train_loss=0.761]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.35it/s, v_num=ld_0, val_loss=1.700, train_loss=0.761]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.95it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 89.23it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 87.05it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.42it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.29it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.84it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.03it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.07it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.45it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.65it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.20it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.92it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.54it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.16it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.83it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.10it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.81it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.81it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.55it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.98it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.75it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.29it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.08it/s, v_num=ld_0, val_loss=1.700, train_loss=0.778]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.98it/s, v_num=ld_0, val_loss=1.760, train_loss=0.778]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.57it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 86.75it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 84.65it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.11it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.01it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.69it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.94it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.08it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.50it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.28it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.82it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.45it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.07it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.22it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.89it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.84it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.55it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.04it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.78it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.06it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.83it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.24it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.03it/s, v_num=ld_0, val_loss=1.760, train_loss=0.752]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.52it/s, v_num=ld_0, val_loss=1.700, train_loss=0.752]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.06it/s, v_num=ld_0, val_loss=1.700, train_loss=0.793]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.39it/s, v_num=ld_0, val_loss=1.700, train_loss=0.793]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.8807232975959778
      Accuracy_val           0.473053902387619
        val_loss             1.69695246219635
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 37.59it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 36.87it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 41.15it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 40.68it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 43.30it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 42.96it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 48.57it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 48.40it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.53it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 53.36it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.51it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.32it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.68it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.54it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.18it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.05it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.45it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.33it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.40it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.27it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.16it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.03it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.57it/s, v_num=ld_1, val_loss=1.990]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.31it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 89.29it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 86.97it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.94it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.82it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.25it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.53it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.94it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.39it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.25it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.80it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.53it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.13it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.63it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.30it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.29it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.00it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.16it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.67it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.42it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.95it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.74it/s, v_num=ld_1, val_loss=1.990, train_loss=2.230]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.77it/s, v_num=ld_1, val_loss=1.650, train_loss=2.230]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.35it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 87.28it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 85.14it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.53it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.42it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.11it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.36it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.11it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.56it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.59it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.14it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.89it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.51it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.01it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.65it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.09it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.79it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.14it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.89it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.93it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.66it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.18it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.93it/s, v_num=ld_1, val_loss=1.650, train_loss=1.940]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.99it/s, v_num=ld_1, val_loss=1.530, train_loss=1.940]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.57it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 89.96it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 87.73it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.04it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.89it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.44it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.67it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.71it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.11it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.89it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.11it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.72it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.33it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.00it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.10it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.78it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.24it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.98it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.37it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.14it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.66it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.44it/s, v_num=ld_1, val_loss=1.530, train_loss=1.760]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.22it/s, v_num=ld_1, val_loss=1.400, train_loss=1.760]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.80it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 86.32it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 84.12it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.90it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.79it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.43it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.67it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.09it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.52it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.34it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.89it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.83it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.43it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.54it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.22it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.70it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.42it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.53it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.27it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.76it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.53it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.96it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.75it/s, v_num=ld_1, val_loss=1.400, train_loss=1.510]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.96it/s, v_num=ld_1, val_loss=1.360, train_loss=1.510]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.54it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 88.95it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 86.78it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.69it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.57it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.53it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.79it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.08it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.47it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.63it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.17it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.01it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.63it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.14it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.82it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.41it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.11it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.71it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.45it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.92it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.69it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.31it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.10it/s, v_num=ld_1, val_loss=1.360, train_loss=1.450]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.83it/s, v_num=ld_1, val_loss=1.380, train_loss=1.450]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.39it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 88.02it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 85.68it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.64it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.51it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.21it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.45it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.57it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.98it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.14it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.69it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.55it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.16it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.61it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.28it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.89it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.60it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.10it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.84it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.36it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.13it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.31it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.10it/s, v_num=ld_1, val_loss=1.380, train_loss=1.380]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.11it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.66it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 85.66it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 83.58it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.98it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.88it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.42it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.70it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.04it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.50it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.79it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.36it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.87it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.49it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.50it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.19it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.95it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.66it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.05it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.77it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.23it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.00it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.42it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.21it/s, v_num=ld_1, val_loss=1.390, train_loss=1.380]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.60it/s, v_num=ld_1, val_loss=1.350, train_loss=1.380]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.17it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 90.75it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 88.49it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.66it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.47it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.27it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.52it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.88it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.32it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.25it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.78it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.18it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.72it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.11it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.78it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.68it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.39it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.90it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.64it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.04it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.82it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.30it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.10it/s, v_num=ld_1, val_loss=1.350, train_loss=1.410]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.92it/s, v_num=ld_1, val_loss=1.440, train_loss=1.410]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.50it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 90.21it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 87.94it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.01it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.89it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.92it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.81it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.23it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.27it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.82it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.60it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.23it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.13it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.81it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.53it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.25it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.85it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.58it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.66it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.43it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.97it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.76it/s, v_num=ld_1, val_loss=1.440, train_loss=1.380]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.03it/s, v_num=ld_1, val_loss=1.350, train_loss=1.380]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.58it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 89.11it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 86.89it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.95it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.74it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.54it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.78it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.96it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.38it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.43it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.97it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.61it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.08it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.49it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.14it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.73it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.44it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.87it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.61it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.14it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.91it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.49it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.28it/s, v_num=ld_1, val_loss=1.350, train_loss=1.290]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.17it/s, v_num=ld_1, val_loss=1.400, train_loss=1.290]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.75it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 84.09it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 82.13it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.39it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.33it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.81it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.07it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.07it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.15it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.54it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.16it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.48it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.16it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.95it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.67it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.20it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.95it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.42it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.19it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.62it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=1.400, train_loss=1.180]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.57it/s, v_num=ld_1, val_loss=1.270, train_loss=1.180]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.15it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 90.11it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 87.63it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.16it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.02it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.48it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.66it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.91it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.31it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.33it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.88it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.76it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.36it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.02it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.70it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.12it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.84it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.71it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.47it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.10it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.88it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.52it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.31it/s, v_num=ld_1, val_loss=1.270, train_loss=1.200]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.29it/s, v_num=ld_1, val_loss=1.310, train_loss=1.200]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.87it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 89.13it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 86.94it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.20it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.07it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.91it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.14it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.30it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.71it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.53it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.07it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.38it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.99it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.28it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.88it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.99it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.68it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.58it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.30it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.33it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.04it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.36it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.10it/s, v_num=ld_1, val_loss=1.310, train_loss=1.190]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.99it/s, v_num=ld_1, val_loss=1.390, train_loss=1.190]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.54it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 84.30it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 81.41it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.25it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.15it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.83it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.10it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.62it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.06it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.55it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.12it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.68it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.31it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.37it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.06it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.04it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.76it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.21it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.96it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.55it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.33it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.93it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.73it/s, v_num=ld_1, val_loss=1.390, train_loss=1.150]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.99it/s, v_num=ld_1, val_loss=1.460, train_loss=1.150]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.58it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 92.09it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 89.78it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.64it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.50it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.12it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.00it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.23it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.65it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.37it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.90it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.49it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.09it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.46it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.12it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.02it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.72it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.23it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.97it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.36it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.12it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.56it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.35it/s, v_num=ld_1, val_loss=1.460, train_loss=1.120]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.10it/s, v_num=ld_1, val_loss=1.330, train_loss=1.120]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.67it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 91.06it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 88.78it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.04it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.89it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.11it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.34it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.62it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.06it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.27it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.81it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.65it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.27it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.91it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.58it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.07it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.76it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.12it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.85it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.91it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.68it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.07it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.85it/s, v_num=ld_1, val_loss=1.330, train_loss=1.190]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.66it/s, v_num=ld_1, val_loss=1.280, train_loss=1.190]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.24it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 91.01it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 88.74it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.40it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.23it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.43it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.64it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.70it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.05it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.13it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.65it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.22it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.83it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.23it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.89it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.31it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.01it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.41it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.15it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.39it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.13it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.41it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.19it/s, v_num=ld_1, val_loss=1.280, train_loss=1.160]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.14it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.72it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 86.73it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 84.65it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.83it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.73it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.67it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.99it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.42it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.09it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.63it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.37it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.98it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.18it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.86it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.52it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.23it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.79it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.51it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.84it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.61it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.90it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.69it/s, v_num=ld_1, val_loss=1.270, train_loss=1.050]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.31it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.86it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 89.72it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 87.51it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.15it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.00it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.16it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.38it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.58it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.00it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.93it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.47it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.12it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.73it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.33it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.00it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.38it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.09it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.78it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.52it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.01it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.77it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.21it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.00it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.76it/s, v_num=ld_1, val_loss=1.340, train_loss=1.060]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.31it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 87.57it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 85.43it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.04it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.87it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.55it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.80it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.32it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.73it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.61it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.16it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.02it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.59it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.02it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.68it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.99it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.69it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.05it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.80it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.23it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.99it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.24it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.04it/s, v_num=ld_1, val_loss=1.340, train_loss=1.050]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.97it/s, v_num=ld_1, val_loss=1.300, train_loss=1.050]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.56it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 89.65it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 87.43it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.80it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.66it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.56it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.76it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.14it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.55it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.93it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.70it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.30it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.78it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.44it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.03it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.74it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.40it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.15it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.61it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.37it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.92it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.72it/s, v_num=ld_1, val_loss=1.300, train_loss=0.992]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.75it/s, v_num=ld_1, val_loss=1.220, train_loss=0.992]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.31it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 90.10it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 87.87it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.31it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.20it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.36it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.60it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.02it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.38it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.80it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.33it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.99it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.60it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.18it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.84it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.82it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.49it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.71it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.43it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.71it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.46it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.88it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.66it/s, v_num=ld_1, val_loss=1.220, train_loss=1.050]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.49it/s, v_num=ld_1, val_loss=1.320, train_loss=1.050]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.07it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 91.31it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 89.01it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.74it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.56it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.46it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.67it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.98it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.41it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.51it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.05it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.97it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.58it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.26it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.93it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.53it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.24it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.29it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.04it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.03it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.79it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.20it/s, v_num=ld_1, val_loss=1.320, train_loss=0.979]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.26it/s, v_num=ld_1, val_loss=1.560, train_loss=0.979]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.84it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 87.16it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.71it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.54it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.32it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.48it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.57it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.99it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.20it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.73it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.50it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.12it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.29it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.96it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.41it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.03it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.29it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.04it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.57it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.34it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.80it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.57it/s, v_num=ld_1, val_loss=1.560, train_loss=0.955]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.52it/s, v_num=ld_1, val_loss=1.360, train_loss=0.955]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.10it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 86.78it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 84.72it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.31it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.22it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.32it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.57it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.78it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.19it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.30it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.85it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.25it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.86it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.10it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.78it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.57it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.29it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.87it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.62it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.11it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.88it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.52it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.31it/s, v_num=ld_1, val_loss=1.360, train_loss=0.968]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.28it/s, v_num=ld_1, val_loss=1.320, train_loss=0.968]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.86it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 84.98it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 82.45it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.58it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.40it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.33it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.61it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.24it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.62it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.46it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.93it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.49it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.11it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.12it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.81it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.82it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.53it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.73it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.49it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.00it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.79it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.48it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.28it/s, v_num=ld_1, val_loss=1.320, train_loss=0.994]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.88it/s, v_num=ld_1, val_loss=1.290, train_loss=0.994]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.48it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 90.45it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 88.00it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.91it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.77it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.46it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.70it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.91it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.31it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.29it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.78it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.50it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.10it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.91it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.55it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.55it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.24it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.68it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.42it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.68it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.45it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.54it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.32it/s, v_num=ld_1, val_loss=1.290, train_loss=1.020]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.35it/s, v_num=ld_1, val_loss=1.310, train_loss=1.020]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.94it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 89.48it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 87.27it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.40it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.24it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.95it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.19it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.41it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.88it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.79it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.29it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.36it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.96it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.92it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.61it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.51it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.23it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.98it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.71it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.34it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.12it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.67it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.45it/s, v_num=ld_1, val_loss=1.310, train_loss=0.925]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.53it/s, v_num=ld_1, val_loss=1.330, train_loss=0.925]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.11it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 88.27it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 86.11it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.41it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.25it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.47it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.72it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.23it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.65it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.74it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.28it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.55it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.16it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.78it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.45it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.55it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.26it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.72it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.43it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.83it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.59it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.04it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.82it/s, v_num=ld_1, val_loss=1.330, train_loss=0.859]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.55it/s, v_num=ld_1, val_loss=1.470, train_loss=0.859]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.09it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 89.35it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 87.12it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.13it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.02it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.60it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.83it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.16it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.59it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.59it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.14it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.83it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.45it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.09it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.74it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.20it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.89it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.35it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.09it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.20it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.97it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.52it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.31it/s, v_num=ld_1, val_loss=1.470, train_loss=0.884]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.10it/s, v_num=ld_1, val_loss=1.220, train_loss=0.884]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.68it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 90.95it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 88.55it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.34it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.18it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.67it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.89it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.80it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.19it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.22it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.74it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.50it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.08it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.64it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.29it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.42it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.11it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.30it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.03it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.33it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.05it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.52it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.31it/s, v_num=ld_1, val_loss=1.220, train_loss=0.928]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.00it/s, v_num=ld_1, val_loss=1.380, train_loss=0.928]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.55it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 86.54it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 84.43it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.64it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.50it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.37it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.58it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.47it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.87it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.61it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.14it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.87it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.47it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.02it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.69it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.36it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.07it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.60it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.35it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.94it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.71it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.39it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.18it/s, v_num=ld_1, val_loss=1.380, train_loss=0.803]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.97it/s, v_num=ld_1, val_loss=1.390, train_loss=0.803]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.56it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 90.80it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 88.52it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.71it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.59it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.40it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.64it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.30it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.71it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.80it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.35it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.14it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.75it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.47it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.13it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.28it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.94it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.57it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.30it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.78it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.55it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.13it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.92it/s, v_num=ld_1, val_loss=1.390, train_loss=0.896]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.88it/s, v_num=ld_1, val_loss=1.440, train_loss=0.896]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.46it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 89.57it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 87.30it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.12it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.96it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.50it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.74it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.07it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.48it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.53it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.03it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.72it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.33it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.87it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.53it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.07it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.77it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.26it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.00it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.41it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.17it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.30it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.09it/s, v_num=ld_1, val_loss=1.440, train_loss=0.947]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.78it/s, v_num=ld_1, val_loss=1.320, train_loss=0.947]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.35it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 89.84it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 87.60it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.87it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.72it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.54it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.76it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.86it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.23it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.35it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.87it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.39it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.99it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.17it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.81it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.79it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.50it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.79it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.53it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.04it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.81it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.26it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.05it/s, v_num=ld_1, val_loss=1.320, train_loss=0.989]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.03it/s, v_num=ld_1, val_loss=1.410, train_loss=0.989]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.60it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 91.41it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 89.09it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.79it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.65it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.81it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.04it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.16it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.59it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.68it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.21it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.75it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.34it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.50it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.16it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.16it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.87it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.39it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.13it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.55it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.30it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.84it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.63it/s, v_num=ld_1, val_loss=1.410, train_loss=0.850]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.50it/s, v_num=ld_1, val_loss=1.520, train_loss=0.850]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.07it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 91.69it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 89.38it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.09it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.92it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.13it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.34it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.57it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.98it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.68it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.17it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.84it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.27it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.47it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.13it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.55it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.26it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.78it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.50it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.62it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.36it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.70it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.48it/s, v_num=ld_1, val_loss=1.520, train_loss=0.913]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.16it/s, v_num=ld_1, val_loss=1.410, train_loss=0.913]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.74it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 89.89it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 87.62it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.93it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.60it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.52it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.82it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.23it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.32it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.86it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.76it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.38it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.09it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.74it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.49it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.21it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.70it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.44it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.62it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.39it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.46it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.21it/s, v_num=ld_1, val_loss=1.410, train_loss=0.860]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.96it/s, v_num=ld_1, val_loss=1.490, train_loss=0.860]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.54it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 87.97it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 85.84it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.05it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.92it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.84it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.07it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.40it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.81it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.09it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.62it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.17it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.79it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.93it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.59it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.81it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.51it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.83it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.57it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.76it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.53it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.07it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.86it/s, v_num=ld_1, val_loss=1.490, train_loss=0.774]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.68it/s, v_num=ld_1, val_loss=1.550, train_loss=0.774]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.25it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 89.23it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 86.96it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.77it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.65it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.05it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.30it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.83it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.22it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.39it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.92it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.64it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.25it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.92it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.59it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.99it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.70it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.48it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.22it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.30it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.96it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.33it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.09it/s, v_num=ld_1, val_loss=1.550, train_loss=0.701]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.54it/s, v_num=ld_1, val_loss=1.570, train_loss=0.701]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.07it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 84.19it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 82.15it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.52it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.43it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.43it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.52it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.05it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.39it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.72it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.23it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.44it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.03it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.22it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.91it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.70it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.43it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.69it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.44it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.96it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.73it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.25it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.05it/s, v_num=ld_1, val_loss=1.570, train_loss=0.730]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.49it/s, v_num=ld_1, val_loss=1.740, train_loss=0.730]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.09it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 89.50it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 87.27it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.11it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.95it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.73it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.97it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.30it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.68it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.15it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.68it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.09it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.70it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.12it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.79it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.13it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.83it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.39it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.12it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.63it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.37it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.96it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.75it/s, v_num=ld_1, val_loss=1.740, train_loss=0.862]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.97it/s, v_num=ld_1, val_loss=1.320, train_loss=0.862]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.56it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 90.85it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 88.58it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.59it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.47it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.83it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.07it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.03it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.44it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.73it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.21it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.19it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.74it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.03it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.64it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.39it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.07it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.61it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.35it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.86it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.63it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.11it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.90it/s, v_num=ld_1, val_loss=1.320, train_loss=0.804]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.74it/s, v_num=ld_1, val_loss=1.340, train_loss=0.804]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.31it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 89.18it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 86.96it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.96it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.81it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.24it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.47it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.95it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.38it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.96it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.44it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.59it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.19it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.71it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.37it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.01it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.72it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.14it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.87it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.05it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.81it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.37it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.16it/s, v_num=ld_1, val_loss=1.340, train_loss=0.757]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.15it/s, v_num=ld_1, val_loss=1.420, train_loss=0.757]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.72it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 90.52it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 88.25it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.25it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.09it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.46it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.69it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.85it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.26it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.35it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.85it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.34it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.94it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.37it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.03it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.48it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.18it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.51it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.24it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.48it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.23it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.44it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.21it/s, v_num=ld_1, val_loss=1.420, train_loss=0.649]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.90it/s, v_num=ld_1, val_loss=1.660, train_loss=0.649]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.46it/s, v_num=ld_1, val_loss=1.660, train_loss=0.637]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.74it/s, v_num=ld_1, val_loss=1.660, train_loss=0.637]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val            0.89441978931427
      Accuracy_val          0.5329341292381287
        val_loss            1.6612318754196167
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 37.59it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 36.79it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 41.97it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 41.46it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 43.40it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 43.01it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 47.73it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 47.56it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.67it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 52.52it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.58it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.43it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.77it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.63it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.39it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.25it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.60it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.48it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.29it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.16it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.95it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.83it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.62it/s, v_num=ld_2, val_loss=2.120]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.35it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 87.55it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 85.38it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.89it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.72it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.48it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.68it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.99it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.42it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.42it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.10it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.66it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.93it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.64it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.91it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.64it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.59it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.36it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.88it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.67it/s, v_num=ld_2, val_loss=2.120, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.99it/s, v_num=ld_2, val_loss=1.770, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.57it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 89.61it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 87.19it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.71it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.62it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.54it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.82it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.16it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.61it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.49it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.04it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.34it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.83it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.58it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.28it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.19it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.92it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.53it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.27it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.87it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.65it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.27it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.07it/s, v_num=ld_2, val_loss=1.770, train_loss=1.970]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.77it/s, v_num=ld_2, val_loss=1.610, train_loss=1.970]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.37it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 84.64it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 82.64it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.31it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.24it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.41it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.68it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.16it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.42it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.41it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.95it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.71it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.59it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.27it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.97it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.69it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.36it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.10it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.67it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.44it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.98it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.77it/s, v_num=ld_2, val_loss=1.610, train_loss=1.670]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.04it/s, v_num=ld_2, val_loss=1.540, train_loss=1.670]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.62it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 85.52it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.80it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.74it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.32it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.61it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.23it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.69it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.94it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.50it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.15it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.78it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.11it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.53it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.25it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.42it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.18it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.62it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.39it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.85it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.65it/s, v_num=ld_2, val_loss=1.540, train_loss=1.530]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.92it/s, v_num=ld_2, val_loss=1.590, train_loss=1.530]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.51it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 90.31it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 88.08it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.98it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.83it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.23it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.47it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.70it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.12it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.88it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.21it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.73it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.34it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.11it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.78it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.25it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.96it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.36it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.09it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.34it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.12it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.23it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.01it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.85it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.39it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 84.86it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 82.69it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.95it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.83it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.78it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.04it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.14it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.57it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.29it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.86it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.39it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.02it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.49it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.71it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.37it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.50it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.64it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.39it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.71it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.47it/s, v_num=ld_2, val_loss=1.610, train_loss=1.460]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.69it/s, v_num=ld_2, val_loss=1.550, train_loss=1.460]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.25it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 85.79it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 83.70it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.00it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.95it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.81it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.10it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.82it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.27it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.87it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.74it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.37it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.88it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.56it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.32it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.04it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.51it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.25it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.81it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.57it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.07it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.86it/s, v_num=ld_2, val_loss=1.550, train_loss=1.500]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.02it/s, v_num=ld_2, val_loss=1.520, train_loss=1.500]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.58it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 88.26it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 86.11it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.62it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.46it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.79it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.51it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.95it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.66it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.22it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.83it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.46it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.17it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.85it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.55it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.27it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.14it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.85it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.30it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.06it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.20it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=1.520, train_loss=1.470]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.54it/s, v_num=ld_2, val_loss=1.550, train_loss=1.470]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.08it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 78.45it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 76.25it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.08it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.99it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.77it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.07it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.62it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.08it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.10it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.60it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.31it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.89it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.42it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.09it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.02it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.73it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.66it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.42it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.39it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.16it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.17it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.97it/s, v_num=ld_2, val_loss=1.550, train_loss=1.370]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.28it/s, v_num=ld_2, val_loss=1.540, train_loss=1.370]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.91it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 87.43it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 85.34it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.60it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.55it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.77it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.82it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.24it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.00it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.55it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.16it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.78it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.40it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.08it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.50it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.21it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.59it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.33it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.73it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.50it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.05it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.84it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.94it/s, v_num=ld_2, val_loss=1.540, train_loss=1.350]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.51it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 86.19it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.60it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.36it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.36it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.64it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.32it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.71it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.89it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.44it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.18it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.79it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.28it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.95it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.46it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.15it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.11it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.85it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.27it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.04it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.45it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.24it/s, v_num=ld_2, val_loss=1.540, train_loss=1.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.18it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.76it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 90.55it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 88.31it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.82it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.67it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.26it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.48it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.52it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.93it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.80it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.33it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.72it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.33it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.76it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.43it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.91it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.62it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.07it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.81it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.07it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.84it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.79it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.57it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.37it/s, v_num=ld_2, val_loss=1.660, train_loss=1.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.94it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 88.88it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 86.49it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.14it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.01it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.74it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.98it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.45it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.89it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.84it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.38it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.41it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.99it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.55it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.23it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.82it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.53it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.06it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.81it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.97it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.71it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.97it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.76it/s, v_num=ld_2, val_loss=1.660, train_loss=1.310]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.82it/s, v_num=ld_2, val_loss=1.550, train_loss=1.310]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.41it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 90.59it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.69it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.57it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.48it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.72it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.61it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.03it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.84it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.35it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.90it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.48it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.95it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.61it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.59it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.30it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.72it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.47it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.84it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.61it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.08it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.87it/s, v_num=ld_2, val_loss=1.550, train_loss=1.260]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.66it/s, v_num=ld_2, val_loss=1.600, train_loss=1.260]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.23it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 88.42it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 86.24it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.76it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.60it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.62it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.83it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.14it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.54it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.68it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.23it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.13it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.75it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.55it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.23it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.88it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.59it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.86it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.61it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.73it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.50it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.97it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.77it/s, v_num=ld_2, val_loss=1.600, train_loss=1.290]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.86it/s, v_num=ld_2, val_loss=1.650, train_loss=1.290]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.44it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 89.37it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 86.26it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.48it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.78it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.05it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.19it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.62it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.40it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.82it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.71it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.18it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.86it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.52it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.24it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.83it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.57it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.01it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.79it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.11it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.90it/s, v_num=ld_2, val_loss=1.650, train_loss=1.250]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.02it/s, v_num=ld_2, val_loss=1.560, train_loss=1.250]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.60it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 88.96it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 86.60it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.26it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.11it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.05it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.28it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.37it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.80it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.54it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.03it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.61it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.22it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.87it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.54it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.97it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.66it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.05it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.77it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.88it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.61it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.97it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.75it/s, v_num=ld_2, val_loss=1.560, train_loss=1.330]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.69it/s, v_num=ld_2, val_loss=1.530, train_loss=1.330]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.28it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 89.50it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 87.28it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.67it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.55it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.05it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.32it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.77it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.21it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.12it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.67it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.50it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.12it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.54it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.22it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.66it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.61it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.35it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.92it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.70it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.22it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.01it/s, v_num=ld_2, val_loss=1.530, train_loss=1.200]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.70it/s, v_num=ld_2, val_loss=1.520, train_loss=1.200]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.25it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 85.64it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 83.47it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.16it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.98it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.67it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.88it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.77it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.16it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.13it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.62it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.85it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.39it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.42it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.04it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.37it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.00it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.42it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.15it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.25it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.98it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.72it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.48it/s, v_num=ld_2, val_loss=1.520, train_loss=1.230]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.35it/s, v_num=ld_2, val_loss=1.470, train_loss=1.230]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.91it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 82.53it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 80.42it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.21it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.06it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.16it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.40it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.50it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.93it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.20it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.73it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.16it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.76it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.15it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.71it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.14it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.83it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.19it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.90it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.27it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.01it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.32it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.08it/s, v_num=ld_2, val_loss=1.470, train_loss=1.240]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.17it/s, v_num=ld_2, val_loss=1.490, train_loss=1.240]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.76it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 83.94it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 81.80it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.19it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.08it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.06it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.28it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.42it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.82it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.89it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.40it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.69it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.28it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.01it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.67it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.78it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.49it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.09it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.82it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.17it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.93it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.48it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.26it/s, v_num=ld_2, val_loss=1.490, train_loss=1.160]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.26it/s, v_num=ld_2, val_loss=1.460, train_loss=1.160]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.84it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 83.79it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 81.58it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.56it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.01it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.10it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.31it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.45it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.87it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.15it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.69it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.58it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.18it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.48it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.13it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.64it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.34it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.58it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.31it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.97it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.73it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.12it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.89it/s, v_num=ld_2, val_loss=1.460, train_loss=1.200]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.71it/s, v_num=ld_2, val_loss=1.490, train_loss=1.200]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.30it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 81.23it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 79.04it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.56it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.41it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.24it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.45it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.85it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.25it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.35it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.85it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.71it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.30it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.12it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.78it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.37it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.07it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.58it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.31it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.71it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.46it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.02it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.79it/s, v_num=ld_2, val_loss=1.490, train_loss=1.170]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.54it/s, v_num=ld_2, val_loss=1.540, train_loss=1.170]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.12it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 80.69it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 78.62it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.34it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.14it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.34it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.58it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.72it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.14it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.08it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.60it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.41it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.01it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.75it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.41it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.02it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.72it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.13it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.85it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.19it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.95it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.45it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.22it/s, v_num=ld_2, val_loss=1.540, train_loss=1.210]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.02it/s, v_num=ld_2, val_loss=1.460, train_loss=1.210]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.60it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 85.22it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 82.97it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.81it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.65it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.61it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.75it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.04it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.41it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.22it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.73it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.34it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.92it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.39it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.03it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.35it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.02it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.86it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.59it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.03it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.79it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.26it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.04it/s, v_num=ld_2, val_loss=1.460, train_loss=1.170]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.82it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.37it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 84.57it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 82.32it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.26it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.09it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.24it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.46it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.73it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.12it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.86it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.37it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.07it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.66it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.23it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.84it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.27it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.94it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.34it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.06it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.43it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.17it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.19it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.96it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.65it/s, v_num=ld_2, val_loss=1.520, train_loss=1.160]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.22it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 83.51it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 81.20it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.93it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.74it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.74it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.94it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.71it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.05it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.76it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.24it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.37it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.88it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.06it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.69it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.87it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.55it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.99it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.71it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.23it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.98it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.33it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.10it/s, v_num=ld_2, val_loss=1.520, train_loss=1.170]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.22it/s, v_num=ld_2, val_loss=1.410, train_loss=1.170]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.78it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 80.86it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 78.77it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.70it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.56it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.17it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.41it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.39it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.82it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.09it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.59it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.63it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.24it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.14it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.79it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.83it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.52it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.87it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.59it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.00it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.75it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.29it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.04it/s, v_num=ld_2, val_loss=1.410, train_loss=1.130]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.87it/s, v_num=ld_2, val_loss=1.530, train_loss=1.130]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.44it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 82.87it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 80.78it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.94it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.72it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.44it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.64it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.78it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.14it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.49it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.96it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.41it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.00it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.48it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.13it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.60it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.30it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.67it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.41it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.25it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.99it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.62it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.40it/s, v_num=ld_2, val_loss=1.530, train_loss=1.100]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.81it/s, v_num=ld_2, val_loss=1.540, train_loss=1.100]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.39it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 84.43it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 81.99it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.83it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.59it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.12it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.31it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.65it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.02it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.11it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.63it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.47it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.06it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.66it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.31it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.64it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.33it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.74it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.42it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.75it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.48it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.88it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.66it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.59it/s, v_num=ld_2, val_loss=1.490, train_loss=1.110]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.15it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 80.95it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 78.79it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.36it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.21it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.96it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.16it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.34it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.73it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.40it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.90it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.71it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.30it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.72it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.38it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.91it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.61it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.23it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.96it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.77it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.53it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.79it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.57it/s, v_num=ld_2, val_loss=1.490, train_loss=1.130]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.70it/s, v_num=ld_2, val_loss=1.440, train_loss=1.130]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.29it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 84.49it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 82.24it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.50it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.32it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.89it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.09it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.25it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.64it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.64it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.15it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.02it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.62it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.24it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.89it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.54it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.22it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.93it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.66it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.62it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.39it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.93it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.70it/s, v_num=ld_2, val_loss=1.440, train_loss=1.110]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.62it/s, v_num=ld_2, val_loss=1.540, train_loss=1.110]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.21it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 83.58it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 81.20it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.82it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.62it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.34it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.55it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.95it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.30it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.08it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.55it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.10it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.69it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.69it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.32it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.48it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.16it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.75it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.46it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.94it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.69it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.88it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.66it/s, v_num=ld_2, val_loss=1.540, train_loss=1.050]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.71it/s, v_num=ld_2, val_loss=1.550, train_loss=1.050]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.29it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 83.82it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 81.51it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.46it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.25it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.97it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.16it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.39it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.76it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.08it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.59it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.79it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.37it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.01it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.66it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.14it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.82it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.23it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.95it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.09it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.84it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.32it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.09it/s, v_num=ld_2, val_loss=1.550, train_loss=0.990]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.91it/s, v_num=ld_2, val_loss=1.500, train_loss=0.990]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.48it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 82.76it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 80.50it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.88it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.68it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.99it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.17it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.59it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.97it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.12it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.63it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.14it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.73it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.86it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.51it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.80it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.50it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.15it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.89it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.05it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.80it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.28it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.05it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.99it/s, v_num=ld_2, val_loss=1.500, train_loss=0.977]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.56it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 80.07it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 77.84it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.63it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.50it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.03it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.30it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.30it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.74it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.05it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.60it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.67it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.28it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.22it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.88it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.58it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.28it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.94it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.67it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.91it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.67it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.36it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.14it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.17it/s, v_num=ld_2, val_loss=1.560, train_loss=0.994]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.74it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 84.18it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 81.96it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.88it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.72it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.10it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.30it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.65it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.07it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.26it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.78it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.67it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.28it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.92it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.55it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.11it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.78it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.12it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.84it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.23it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.99it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.44it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.22it/s, v_num=ld_2, val_loss=1.560, train_loss=1.010]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.98it/s, v_num=ld_2, val_loss=1.520, train_loss=1.010]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.57it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 81.68it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 79.65it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.80it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.68it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.64it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.86it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.88it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.27it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.90it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.41it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.99it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.57it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.32it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.97it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.56it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.26it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.88it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.61it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.17it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.91it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.49it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.27it/s, v_num=ld_2, val_loss=1.520, train_loss=0.969]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.97it/s, v_num=ld_2, val_loss=1.500, train_loss=0.969]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.54it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 83.87it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 81.69it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.65it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.49it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.80it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.00it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.26it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.64it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.42it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.91it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.46it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.04it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.58it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.23it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.63it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.33it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.44it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.16it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.48it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.23it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.74it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.52it/s, v_num=ld_2, val_loss=1.500, train_loss=0.994]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.42it/s, v_num=ld_2, val_loss=1.530, train_loss=0.994]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.99it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 84.71it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 82.47it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.84it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.65it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.38it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.58it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.95it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.34it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.45it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.97it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.95it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.52it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.11it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.75it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.95it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.64it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.78it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.50it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.68it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.43it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.43it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.20it/s, v_num=ld_2, val_loss=1.530, train_loss=1.010]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.12it/s, v_num=ld_2, val_loss=1.480, train_loss=1.010]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.69it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 83.64it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 81.20it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.43it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.24it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.83it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.01it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.89it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.26it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.84it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.32it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.08it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.65it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.09it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.72it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.97it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.64it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.95it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.67it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.08it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.82it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.26it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.03it/s, v_num=ld_2, val_loss=1.480, train_loss=0.984]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.88it/s, v_num=ld_2, val_loss=1.600, train_loss=0.984]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.46it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 81.86it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 79.56it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.03it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.79it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.31it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.41it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.89it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.23it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.32it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.79it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.74it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.31it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.95it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.58it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.73it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.42it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.73it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.46it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.65it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.40it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.91it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.69it/s, v_num=ld_2, val_loss=1.600, train_loss=0.930]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.71it/s, v_num=ld_2, val_loss=1.570, train_loss=0.930]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.29it/s, v_num=ld_2, val_loss=1.570, train_loss=0.915]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.70it/s, v_num=ld_2, val_loss=1.570, train_loss=0.915]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.8580545783042908
      Accuracy_val          0.4879518151283264
        val_loss            1.5652825832366943
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model EdgeCorrGNN
/home/docs/checkouts/readthedocs.org/user_builds/fusilli/envs/stable/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:293: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=2). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 34.33it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 33.90it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 20.86it/s, v_num=ld_0, val_loss=16.00]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 20.51it/s, v_num=ld_0, val_loss=16.00, train_loss=122.0]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=16.00, train_loss=122.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=16.00, train_loss=122.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.65it/s, v_num=ld_0, val_loss=16.00, train_loss=122.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.04it/s, v_num=ld_0, val_loss=16.00, train_loss=122.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.94it/s, v_num=ld_0, val_loss=12.40, train_loss=122.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.48it/s, v_num=ld_0, val_loss=12.40, train_loss=68.60]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=12.40, train_loss=68.60]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=12.40, train_loss=68.60]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.04it/s, v_num=ld_0, val_loss=12.40, train_loss=68.60]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.44it/s, v_num=ld_0, val_loss=12.40, train_loss=68.60]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.79it/s, v_num=ld_0, val_loss=6.990, train_loss=68.60]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.33it/s, v_num=ld_0, val_loss=6.990, train_loss=46.10]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=6.990, train_loss=46.10]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=6.990, train_loss=46.10]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.96it/s, v_num=ld_0, val_loss=6.990, train_loss=46.10]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.35it/s, v_num=ld_0, val_loss=6.990, train_loss=46.10]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.25it/s, v_num=ld_0, val_loss=5.730, train_loss=46.10]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.77it/s, v_num=ld_0, val_loss=5.730, train_loss=33.10]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=5.730, train_loss=33.10]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=5.730, train_loss=33.10]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.56it/s, v_num=ld_0, val_loss=5.730, train_loss=33.10]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.94it/s, v_num=ld_0, val_loss=5.730, train_loss=33.10]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.57it/s, v_num=ld_0, val_loss=4.270, train_loss=33.10]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.09it/s, v_num=ld_0, val_loss=4.270, train_loss=25.30]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.270, train_loss=25.30]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.270, train_loss=25.30]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.56it/s, v_num=ld_0, val_loss=4.270, train_loss=25.30]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.90it/s, v_num=ld_0, val_loss=4.270, train_loss=25.30]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.65it/s, v_num=ld_0, val_loss=3.270, train_loss=25.30]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.16it/s, v_num=ld_0, val_loss=3.270, train_loss=17.30]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.270, train_loss=17.30]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.270, train_loss=17.30]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.12it/s, v_num=ld_0, val_loss=3.270, train_loss=17.30]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.48it/s, v_num=ld_0, val_loss=3.270, train_loss=17.30]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.74it/s, v_num=ld_0, val_loss=2.670, train_loss=17.30]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.24it/s, v_num=ld_0, val_loss=2.670, train_loss=11.80]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.670, train_loss=11.80]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.670, train_loss=11.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.03it/s, v_num=ld_0, val_loss=2.670, train_loss=11.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.41it/s, v_num=ld_0, val_loss=2.670, train_loss=11.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.36it/s, v_num=ld_0, val_loss=2.390, train_loss=11.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.88it/s, v_num=ld_0, val_loss=2.390, train_loss=6.470]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.390, train_loss=6.470]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.390, train_loss=6.470]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.32it/s, v_num=ld_0, val_loss=2.390, train_loss=6.470]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.65it/s, v_num=ld_0, val_loss=2.390, train_loss=6.470]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.54it/s, v_num=ld_0, val_loss=2.280, train_loss=6.470]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.04it/s, v_num=ld_0, val_loss=2.280, train_loss=4.060]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.280, train_loss=4.060]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.280, train_loss=4.060]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.46it/s, v_num=ld_0, val_loss=2.280, train_loss=4.060]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.82it/s, v_num=ld_0, val_loss=2.280, train_loss=4.060]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.18it/s, v_num=ld_0, val_loss=2.270, train_loss=4.060]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.69it/s, v_num=ld_0, val_loss=2.270, train_loss=2.770]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.270, train_loss=2.770]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.270, train_loss=2.770]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.07it/s, v_num=ld_0, val_loss=2.270, train_loss=2.770]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.45it/s, v_num=ld_0, val_loss=2.270, train_loss=2.770]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.21it/s, v_num=ld_0, val_loss=2.280, train_loss=2.770]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.72it/s, v_num=ld_0, val_loss=2.280, train_loss=2.430]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.280, train_loss=2.430]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.280, train_loss=2.430]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 36.82it/s, v_num=ld_0, val_loss=2.280, train_loss=2.430]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 36.05it/s, v_num=ld_0, val_loss=2.280, train_loss=2.430]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 22.68it/s, v_num=ld_0, val_loss=2.300, train_loss=2.430]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 22.28it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.40it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.78it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.05it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.57it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.67it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.00it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.26it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.75it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.10it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.47it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.08it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.59it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.80it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.18it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.03it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.55it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.45it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.78it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.65it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.13it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.86it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.18it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.49it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.96it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.95it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.28it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.23it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.72it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.04it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.44it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.18it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.69it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.79it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.13it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.90it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.37it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.45it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.78it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.69it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.17it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.77it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.11it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.15it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.65it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.42it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.77it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.01it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.45it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.20it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.55it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.59it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.07it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.25it/s, v_num=ld_0, val_loss=2.300, train_loss=2.300]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.5370384454727173
      Accuracy_val          0.07784431427717209
        val_loss             2.30245304107666
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
/home/docs/checkouts/readthedocs.org/user_builds/fusilli/envs/stable/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:293: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=2). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 21.32it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 21.04it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 13.09it/s, v_num=ld_1, val_loss=16.00]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 12.96it/s, v_num=ld_1, val_loss=16.00, train_loss=112.0]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=16.00, train_loss=112.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=16.00, train_loss=112.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.39it/s, v_num=ld_1, val_loss=16.00, train_loss=112.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.76it/s, v_num=ld_1, val_loss=16.00, train_loss=112.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.85it/s, v_num=ld_1, val_loss=10.00, train_loss=112.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.35it/s, v_num=ld_1, val_loss=10.00, train_loss=65.10]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=10.00, train_loss=65.10]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=10.00, train_loss=65.10]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.20it/s, v_num=ld_1, val_loss=10.00, train_loss=65.10]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.59it/s, v_num=ld_1, val_loss=10.00, train_loss=65.10]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.16it/s, v_num=ld_1, val_loss=8.150, train_loss=65.10]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.65it/s, v_num=ld_1, val_loss=8.150, train_loss=46.00]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=8.150, train_loss=46.00]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=8.150, train_loss=46.00]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.39it/s, v_num=ld_1, val_loss=8.150, train_loss=46.00]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.74it/s, v_num=ld_1, val_loss=8.150, train_loss=46.00]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.49it/s, v_num=ld_1, val_loss=7.140, train_loss=46.00]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.95it/s, v_num=ld_1, val_loss=7.140, train_loss=35.20]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=7.140, train_loss=35.20]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=7.140, train_loss=35.20]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.04it/s, v_num=ld_1, val_loss=7.140, train_loss=35.20]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.39it/s, v_num=ld_1, val_loss=7.140, train_loss=35.20]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.90it/s, v_num=ld_1, val_loss=5.720, train_loss=35.20]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.40it/s, v_num=ld_1, val_loss=5.720, train_loss=26.90]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.720, train_loss=26.90]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.720, train_loss=26.90]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.58it/s, v_num=ld_1, val_loss=5.720, train_loss=26.90]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.90it/s, v_num=ld_1, val_loss=5.720, train_loss=26.90]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.10it/s, v_num=ld_1, val_loss=4.000, train_loss=26.90]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.58it/s, v_num=ld_1, val_loss=4.000, train_loss=20.70]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.000, train_loss=20.70]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.000, train_loss=20.70]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.38it/s, v_num=ld_1, val_loss=4.000, train_loss=20.70]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.63it/s, v_num=ld_1, val_loss=4.000, train_loss=20.70]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.50it/s, v_num=ld_1, val_loss=2.990, train_loss=20.70]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.03it/s, v_num=ld_1, val_loss=2.990, train_loss=14.60]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.990, train_loss=14.60]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.990, train_loss=14.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 39.09it/s, v_num=ld_1, val_loss=2.990, train_loss=14.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 38.46it/s, v_num=ld_1, val_loss=2.990, train_loss=14.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.48it/s, v_num=ld_1, val_loss=2.590, train_loss=14.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.04it/s, v_num=ld_1, val_loss=2.590, train_loss=9.790]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.590, train_loss=9.790]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.590, train_loss=9.790]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.99it/s, v_num=ld_1, val_loss=2.590, train_loss=9.790]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.38it/s, v_num=ld_1, val_loss=2.590, train_loss=9.790]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.56it/s, v_num=ld_1, val_loss=2.360, train_loss=9.790]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.08it/s, v_num=ld_1, val_loss=2.360, train_loss=6.300]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.360, train_loss=6.300]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.360, train_loss=6.300]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.71it/s, v_num=ld_1, val_loss=2.360, train_loss=6.300]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.05it/s, v_num=ld_1, val_loss=2.360, train_loss=6.300]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.81it/s, v_num=ld_1, val_loss=2.220, train_loss=6.300]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.29it/s, v_num=ld_1, val_loss=2.220, train_loss=4.130]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.220, train_loss=4.130]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.220, train_loss=4.130]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.83it/s, v_num=ld_1, val_loss=2.220, train_loss=4.130]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.19it/s, v_num=ld_1, val_loss=2.220, train_loss=4.130]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.22it/s, v_num=ld_1, val_loss=2.200, train_loss=4.130]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.70it/s, v_num=ld_1, val_loss=2.200, train_loss=2.930]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.200, train_loss=2.930]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.200, train_loss=2.930]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.41it/s, v_num=ld_1, val_loss=2.200, train_loss=2.930]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.72it/s, v_num=ld_1, val_loss=2.200, train_loss=2.930]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.13it/s, v_num=ld_1, val_loss=2.220, train_loss=2.930]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.60it/s, v_num=ld_1, val_loss=2.220, train_loss=2.550]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.220, train_loss=2.550]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.220, train_loss=2.550]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.69it/s, v_num=ld_1, val_loss=2.220, train_loss=2.550]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.98it/s, v_num=ld_1, val_loss=2.220, train_loss=2.550]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.19it/s, v_num=ld_1, val_loss=2.250, train_loss=2.550]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.68it/s, v_num=ld_1, val_loss=2.250, train_loss=2.380]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.250, train_loss=2.380]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.250, train_loss=2.380]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.79it/s, v_num=ld_1, val_loss=2.250, train_loss=2.380]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.12it/s, v_num=ld_1, val_loss=2.250, train_loss=2.380]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.27it/s, v_num=ld_1, val_loss=2.280, train_loss=2.380]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.74it/s, v_num=ld_1, val_loss=2.280, train_loss=2.380]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.280, train_loss=2.380]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.280, train_loss=2.380]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.05it/s, v_num=ld_1, val_loss=2.280, train_loss=2.380]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.44it/s, v_num=ld_1, val_loss=2.280, train_loss=2.380]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.61it/s, v_num=ld_1, val_loss=2.290, train_loss=2.380]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.10it/s, v_num=ld_1, val_loss=2.290, train_loss=2.350]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.290, train_loss=2.350]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.290, train_loss=2.350]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.72it/s, v_num=ld_1, val_loss=2.290, train_loss=2.350]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.12it/s, v_num=ld_1, val_loss=2.290, train_loss=2.350]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.66it/s, v_num=ld_1, val_loss=2.290, train_loss=2.350]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.17it/s, v_num=ld_1, val_loss=2.290, train_loss=2.310]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.290, train_loss=2.310]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.290, train_loss=2.310]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.91it/s, v_num=ld_1, val_loss=2.290, train_loss=2.310]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.29it/s, v_num=ld_1, val_loss=2.290, train_loss=2.310]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.61it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.09it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.98it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.58it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.05it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.99it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.35it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.49it/s, v_num=ld_1, val_loss=2.300, train_loss=2.320]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.95it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.30it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.66it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.18it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.65it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.58it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.17it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.64it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.50it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.82it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.59it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.99it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.07it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.40it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.32it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.83it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.03it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.34it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.86it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.35it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.92it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.29it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.45it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.94it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.98it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.38it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.05it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.55it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.78it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.5007619261741638
      Accuracy_val          0.13173653185367584
        val_loss            2.3023037910461426
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
/home/docs/checkouts/readthedocs.org/user_builds/fusilli/envs/stable/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:293: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=2). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 20.81it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 20.54it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 13.10it/s, v_num=ld_2, val_loss=15.70]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 12.96it/s, v_num=ld_2, val_loss=15.70, train_loss=110.0]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=15.70, train_loss=110.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=15.70, train_loss=110.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.96it/s, v_num=ld_2, val_loss=15.70, train_loss=110.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.40it/s, v_num=ld_2, val_loss=15.70, train_loss=110.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.91it/s, v_num=ld_2, val_loss=10.20, train_loss=110.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.40it/s, v_num=ld_2, val_loss=10.20, train_loss=74.50]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=10.20, train_loss=74.50]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=10.20, train_loss=74.50]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.35it/s, v_num=ld_2, val_loss=10.20, train_loss=74.50]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.73it/s, v_num=ld_2, val_loss=10.20, train_loss=74.50]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.01it/s, v_num=ld_2, val_loss=8.590, train_loss=74.50]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.47it/s, v_num=ld_2, val_loss=8.590, train_loss=51.60]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=8.590, train_loss=51.60]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=8.590, train_loss=51.60]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.99it/s, v_num=ld_2, val_loss=8.590, train_loss=51.60]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.38it/s, v_num=ld_2, val_loss=8.590, train_loss=51.60]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.64it/s, v_num=ld_2, val_loss=5.370, train_loss=51.60]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.14it/s, v_num=ld_2, val_loss=5.370, train_loss=39.10]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=5.370, train_loss=39.10]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=5.370, train_loss=39.10]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.91it/s, v_num=ld_2, val_loss=5.370, train_loss=39.10]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.27it/s, v_num=ld_2, val_loss=5.370, train_loss=39.10]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.32it/s, v_num=ld_2, val_loss=3.760, train_loss=39.10]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.81it/s, v_num=ld_2, val_loss=3.760, train_loss=25.10]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.760, train_loss=25.10]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.760, train_loss=25.10]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.69it/s, v_num=ld_2, val_loss=3.760, train_loss=25.10]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.07it/s, v_num=ld_2, val_loss=3.760, train_loss=25.10]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.41it/s, v_num=ld_2, val_loss=2.890, train_loss=25.10]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.92it/s, v_num=ld_2, val_loss=2.890, train_loss=16.50]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.890, train_loss=16.50]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.890, train_loss=16.50]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.42it/s, v_num=ld_2, val_loss=2.890, train_loss=16.50]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.73it/s, v_num=ld_2, val_loss=2.890, train_loss=16.50]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.07it/s, v_num=ld_2, val_loss=2.360, train_loss=16.50]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.58it/s, v_num=ld_2, val_loss=2.360, train_loss=10.60]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.360, train_loss=10.60]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.360, train_loss=10.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.60it/s, v_num=ld_2, val_loss=2.360, train_loss=10.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.94it/s, v_num=ld_2, val_loss=2.360, train_loss=10.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.52it/s, v_num=ld_2, val_loss=2.250, train_loss=10.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.99it/s, v_num=ld_2, val_loss=2.250, train_loss=5.590]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.250, train_loss=5.590]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.250, train_loss=5.590]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.28it/s, v_num=ld_2, val_loss=2.250, train_loss=5.590]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.64it/s, v_num=ld_2, val_loss=2.250, train_loss=5.590]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.08it/s, v_num=ld_2, val_loss=2.320, train_loss=5.590]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.57it/s, v_num=ld_2, val_loss=2.320, train_loss=3.680]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=3.680]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=3.680]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.79it/s, v_num=ld_2, val_loss=2.320, train_loss=3.680]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.19it/s, v_num=ld_2, val_loss=2.320, train_loss=3.680]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.53it/s, v_num=ld_2, val_loss=2.330, train_loss=3.680]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.03it/s, v_num=ld_2, val_loss=2.330, train_loss=2.740]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.330, train_loss=2.740]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.330, train_loss=2.740]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.70it/s, v_num=ld_2, val_loss=2.330, train_loss=2.740]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.06it/s, v_num=ld_2, val_loss=2.330, train_loss=2.740]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.49it/s, v_num=ld_2, val_loss=2.310, train_loss=2.740]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.96it/s, v_num=ld_2, val_loss=2.310, train_loss=2.440]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.440]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.440]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 46.12it/s, v_num=ld_2, val_loss=2.310, train_loss=2.440]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.46it/s, v_num=ld_2, val_loss=2.310, train_loss=2.440]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.47it/s, v_num=ld_2, val_loss=2.300, train_loss=2.440]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.95it/s, v_num=ld_2, val_loss=2.300, train_loss=2.400]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.400]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.400]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.72it/s, v_num=ld_2, val_loss=2.300, train_loss=2.400]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.08it/s, v_num=ld_2, val_loss=2.300, train_loss=2.400]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.37it/s, v_num=ld_2, val_loss=2.300, train_loss=2.400]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.77it/s, v_num=ld_2, val_loss=2.300, train_loss=2.360]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.360]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.360]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.50it/s, v_num=ld_2, val_loss=2.300, train_loss=2.360]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.89it/s, v_num=ld_2, val_loss=2.300, train_loss=2.360]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.02it/s, v_num=ld_2, val_loss=2.300, train_loss=2.360]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.47it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.29it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.66it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.57it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.02it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.93it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.24it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.95it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.44it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.45it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.82it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.31it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.78it/s, v_num=ld_2, val_loss=2.300, train_loss=2.320]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.320]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.320]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.70it/s, v_num=ld_2, val_loss=2.300, train_loss=2.320]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.81it/s, v_num=ld_2, val_loss=2.300, train_loss=2.320]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.12it/s, v_num=ld_2, val_loss=2.300, train_loss=2.320]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.63it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.68it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 41.03it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.61it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 24.13it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.44it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 42.84it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.43it/s, v_num=ld_2, val_loss=2.300, train_loss=2.310]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.93it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.20it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.52it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.96it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.45it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.78it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.14it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.53it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.00it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 44.74it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 43.98it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.44it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.89it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 25.08it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.5065369606018066
      Accuracy_val          0.13855421543121338
        val_loss             2.30014705657959
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model AttentionWeightedGNN

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 0:   8%|โ–Š         | 1/13 [00:00<00:00, 70.49it/s]
Epoch 0:   8%|โ–Š         | 1/13 [00:00<00:00, 68.82it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 78.70it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 77.69it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 82.41it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 81.69it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 84.85it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 84.27it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 86.24it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 85.76it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 87.35it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 86.95it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 88.06it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 87.68it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 88.29it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 87.98it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 88.52it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 88.21it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 88.61it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 88.35it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 88.87it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 88.63it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 89.00it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 88.81it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.06it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.88it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 331.91it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 345.32it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 357.45it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 389.77it/s]


Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 82.31it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 82.06it/s]
Epoch 0:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 1:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 1:   8%|โ–Š         | 1/13 [00:00<00:00, 98.26it/s]
Epoch 1:   8%|โ–Š         | 1/13 [00:00<00:00, 95.64it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.84it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 97.51it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 98.64it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 97.67it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 97.49it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 96.74it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 97.79it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 97.25it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 98.07it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 97.62it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 98.44it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 98.06it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 98.76it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 98.39it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.73it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.43it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.97it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.68it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 99.19it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 98.94it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 99.34it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 99.11it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.98it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.77it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 459.60it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 411.99it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 403.63it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 429.83it/s]


Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.16it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.85it/s]
Epoch 1:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 2:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 2:   8%|โ–Š         | 1/13 [00:00<00:00, 94.95it/s]
Epoch 2:   8%|โ–Š         | 1/13 [00:00<00:00, 92.49it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 97.39it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 96.10it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 97.85it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 96.89it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 97.22it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 96.47it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 97.15it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 96.59it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 97.44it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 96.98it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 97.83it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 97.44it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 97.97it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 97.62it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 97.85it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 97.53it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 97.77it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 97.47it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 97.52it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 97.25it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 97.29it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 97.05it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.58it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.34it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 443.19it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 398.43it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 388.70it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 416.26it/s]


Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 88.87it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 88.57it/s]
Epoch 2:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 3:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 3:   8%|โ–Š         | 1/13 [00:00<00:00, 88.76it/s]
Epoch 3:   8%|โ–Š         | 1/13 [00:00<00:00, 85.03it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 86.21it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 85.09it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 89.05it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 88.21it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 88.77it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 88.04it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 87.42it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 86.84it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 86.67it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 86.20it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 86.39it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 85.90it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 85.34it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 84.98it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 85.72it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 85.45it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 86.73it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 86.51it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 87.84it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 87.63it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 88.70it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 88.51it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.02it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.85it/s]

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

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

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

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

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 417.74it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 403.78it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 431.70it/s]


Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 82.81it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 82.56it/s]
Epoch 3:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 4:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 4:   8%|โ–Š         | 1/13 [00:00<00:00, 97.87it/s]
Epoch 4:   8%|โ–Š         | 1/13 [00:00<00:00, 95.07it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.37it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 96.99it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 99.28it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 98.37it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.95it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.17it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.13it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.55it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.29it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.77it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.40it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 99.99it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.19it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 99.81it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.31it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 99.98it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.40it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.10it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.44it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.17it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.61it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.37it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.23it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.00it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 468.58it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 418.91it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 403.07it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 430.35it/s]


Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.20it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.89it/s]
Epoch 4:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 5:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 5:   8%|โ–Š         | 1/13 [00:00<00:00, 99.36it/s]
Epoch 5:   8%|โ–Š         | 1/13 [00:00<00:00, 96.43it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.22it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.82it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.07it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.08it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.18it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.42it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.10it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.51it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.21it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.72it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.49it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.07it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.58it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.22it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.84it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.51it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.84it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.51it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.80it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.52it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.85it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.59it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.41it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.17it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 462.59it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 413.68it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 401.38it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.38it/s]


Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.14it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.82it/s]
Epoch 5:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 6:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 6:   8%|โ–Š         | 1/13 [00:00<00:00, 100.06it/s]
Epoch 6:   8%|โ–Š         | 1/13 [00:00<00:00, 97.31it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.05it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 99.60it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.37it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.32it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.86it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.12it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.14it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.56it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.27it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.78it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.61it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.19it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.82it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.45it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.97it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.63it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.04it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.73it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.01it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.74it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.18it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.94it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.92it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.69it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 476.79it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 421.86it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 408.43it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 431.49it/s]


Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.48it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.14it/s]
Epoch 6:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 7:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 7:   8%|โ–Š         | 1/13 [00:00<00:00, 104.22it/s]
Epoch 7:   8%|โ–Š         | 1/13 [00:00<00:00, 101.35it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.28it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.64it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.18it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.17it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.52it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.66it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.50it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 98.86it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.21it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 98.69it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 98.41it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 97.84it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 96.75it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 96.27it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 95.78it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 95.42it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 95.95it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 95.67it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 96.49it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 96.24it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 96.89it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 96.66it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.92it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.71it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 480.23it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 418.72it/s]

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

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 432.16it/s]


Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.46it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.17it/s]
Epoch 7:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 8:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 8:   8%|โ–Š         | 1/13 [00:00<00:00, 103.72it/s]
Epoch 8:   8%|โ–Š         | 1/13 [00:00<00:00, 100.78it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.17it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.71it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.64it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.63it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.56it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.78it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.06it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.45it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.44it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.95it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.77it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.35it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.06it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.65it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.23it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.89it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.41it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.11it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.46it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.19it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.54it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.29it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.26it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.02it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 482.66it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 421.22it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 402.74it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 431.22it/s]


Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.59it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.26it/s]
Epoch 8:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 9:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 9:   8%|โ–Š         | 1/13 [00:00<00:00, 104.39it/s]
Epoch 9:   8%|โ–Š         | 1/13 [00:00<00:00, 101.37it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.39it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.78it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.79it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.68it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.77it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.91it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.78it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.16it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.97it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.45it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.12it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.68it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.17it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.79it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.19it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.84it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.17it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.85it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.20it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.92it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.42it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.18it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.27it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.03it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 467.28it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 414.91it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 401.79it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 430.16it/s]


Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.02it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.69it/s]
Epoch 9:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 10:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 10:   8%|โ–Š         | 1/13 [00:00<00:00, 104.30it/s]
Epoch 10:   8%|โ–Š         | 1/13 [00:00<00:00, 101.37it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.52it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.89it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.29it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.27it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.44it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.61it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.34it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.72it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.78it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.24it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.15it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.72it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.35it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.96it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.61it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.28it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.54it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.24it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.32it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.06it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.56it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.31it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.29it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.02it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 466.19it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 416.39it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 403.17it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 429.72it/s]


Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.99it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.67it/s]
Epoch 10:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 11:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 11:   8%|โ–Š         | 1/13 [00:00<00:00, 101.92it/s]
Epoch 11:   8%|โ–Š         | 1/13 [00:00<00:00, 99.11it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 99.87it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.37it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.19it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 99.06it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.63it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.89it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.32it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.73it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.84it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.34it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.84it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.39it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.47it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.08it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.25it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.92it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.33it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.02it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.40it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.12it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.62it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.36it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.27it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.03it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 448.01it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 397.92it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 390.30it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 416.87it/s]


Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.77it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.46it/s]
Epoch 11:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 12:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 12:   8%|โ–Š         | 1/13 [00:00<00:00, 100.97it/s]
Epoch 12:   8%|โ–Š         | 1/13 [00:00<00:00, 98.20it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.03it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.57it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.70it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.63it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.67it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.89it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.06it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.41it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.72it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.20it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.79it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.35it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.96it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.58it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.62it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.27it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.68it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.37it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.73it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.44it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.72it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.46it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.54it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.29it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 468.11it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 390.13it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 385.46it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 415.82it/s]


Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.18it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.84it/s]
Epoch 12:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 13:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 13:   8%|โ–Š         | 1/13 [00:00<00:00, 101.27it/s]
Epoch 13:   8%|โ–Š         | 1/13 [00:00<00:00, 98.41it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.48it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 99.98it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.07it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.05it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.58it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.79it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.95it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.35it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.32it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.80it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.43it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.97it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.26it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.85it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.99it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.61it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.10it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.79it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.26it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.98it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.99it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.71it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.76it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.52it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 416.31it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 391.50it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 373.82it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 406.90it/s]


Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.90it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.58it/s]
Epoch 13:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 14:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 14:   8%|โ–Š         | 1/13 [00:00<00:00, 104.34it/s]
Epoch 14:   8%|โ–Š         | 1/13 [00:00<00:00, 101.39it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.83it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.13it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.20it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.16it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.12it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.36it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.13it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.52it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.64it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.14it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.76it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.33it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.66it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.29it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.00it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.66it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.07it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.76it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.89it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.62it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.74it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.49it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.44it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.21it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 481.38it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 419.45it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 406.61it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 432.28it/s]


Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.08it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.76it/s]
Epoch 14:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 15:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 15:   8%|โ–Š         | 1/13 [00:00<00:00, 104.74it/s]
Epoch 15:   8%|โ–Š         | 1/13 [00:00<00:00, 101.80it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.97it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.46it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.11it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.03it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.35it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.59it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.74it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.12it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.86it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.29it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.65it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.20it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.49it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.08it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.20it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.82it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.64it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.35it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.58it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.28it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.61it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.35it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.26it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.01it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 468.43it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 412.89it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 398.53it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 426.59it/s]


Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.43it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.08it/s]
Epoch 15:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 16:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 16:   8%|โ–Š         | 1/13 [00:00<00:00, 100.55it/s]
Epoch 16:   8%|โ–Š         | 1/13 [00:00<00:00, 97.71it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 99.93it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.49it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.90it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 99.88it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.38it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.57it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.91it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.31it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.47it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.96it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.51it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.05it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.55it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.16it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.67it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.30it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.78it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.47it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.78it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.47it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.62it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.35it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.03it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.80it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 421.83it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 391.88it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 386.09it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 407.27it/s]


Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.34it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.99it/s]
Epoch 16:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 17:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 17:   8%|โ–Š         | 1/13 [00:00<00:00, 103.60it/s]
Epoch 17:   8%|โ–Š         | 1/13 [00:00<00:00, 100.60it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.12it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.60it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.92it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.92it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.63it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.86it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.79it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.13it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.13it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.59it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.60it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.07it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.15it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.72it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.00it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.65it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.81it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.47it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.29it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.01it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.18it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 99.93it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.97it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.74it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 463.36it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 409.82it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 400.50it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 426.90it/s]


Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.92it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.61it/s]
Epoch 17:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 18:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 18:   8%|โ–Š         | 1/13 [00:00<00:00, 103.97it/s]
Epoch 18:   8%|โ–Š         | 1/13 [00:00<00:00, 101.04it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.07it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.50it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.14it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.10it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.43it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.66it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.60it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.96it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.73it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.21it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.93it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.49it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.19it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.76it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.32it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.97it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.36it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.04it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.19it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.89it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.53it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.25it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.09it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.82it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 464.85it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 416.74it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 403.34it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 430.75it/s]


Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.54it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.22it/s]
Epoch 18:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 19:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 19:   8%|โ–Š         | 1/13 [00:00<00:00, 105.78it/s]
Epoch 19:   8%|โ–Š         | 1/13 [00:00<00:00, 102.76it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.06it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.54it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.35it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.32it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.76it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.98it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.96it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.34it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.60it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.05it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.37it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.87it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.24it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.81it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.17it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.81it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.06it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.74it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.08it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.79it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.18it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.90it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.79it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.53it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 466.14it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 418.34it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 403.79it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 430.31it/s]


Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.98it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.65it/s]
Epoch 19:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 20:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 20:   8%|โ–Š         | 1/13 [00:00<00:00, 104.53it/s]
Epoch 20:   8%|โ–Š         | 1/13 [00:00<00:00, 101.35it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.69it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.20it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.49it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.48it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.00it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.17it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.45it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.83it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.60it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.07it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.64it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.18it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.83it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.44it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.90it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.54it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.88it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.56it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.87it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.58it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.84it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.58it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.23it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.97it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 448.30it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 405.09it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 396.56it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 423.77it/s]


Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.19it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.85it/s]
Epoch 20:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 21:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 21:   8%|โ–Š         | 1/13 [00:00<00:00, 103.85it/s]
Epoch 21:   8%|โ–Š         | 1/13 [00:00<00:00, 100.68it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.37it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.87it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.33it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.33it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.95it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.19it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.05it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.42it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.38it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.82it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.98it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.51it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.85it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.45it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.07it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.72it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.00it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.66it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.14it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.85it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.26it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.99it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.99it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.75it/s]

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

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

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

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

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 414.35it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 401.55it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 428.90it/s]


Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.62it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.30it/s]
Epoch 21:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 22:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 22:   8%|โ–Š         | 1/13 [00:00<00:00, 99.81it/s]
Epoch 22:   8%|โ–Š         | 1/13 [00:00<00:00, 96.87it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.40it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.95it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.49it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.46it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.63it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.84it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.03it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.41it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.36it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.84it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.83it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.38it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.15it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.76it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.03it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.69it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.38it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.06it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.62it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.35it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.89it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.64it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.68it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.44it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 471.27it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 421.45it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 406.36it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 432.31it/s]


Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.95it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.62it/s]
Epoch 22:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 23:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 23:   8%|โ–Š         | 1/13 [00:00<00:00, 106.36it/s]
Epoch 23:   8%|โ–Š         | 1/13 [00:00<00:00, 103.53it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.77it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.17it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.41it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.29it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.64it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.75it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.59it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.95it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.47it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.95it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.48it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.03it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.28it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.85it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.97it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.56it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.86it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.54it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.72it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.42it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.59it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.32it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.24it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.98it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 459.25it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 405.17it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 395.66it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 423.50it/s]


Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.35it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.02it/s]
Epoch 23:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 24:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 24:   8%|โ–Š         | 1/13 [00:00<00:00, 101.35it/s]
Epoch 24:   8%|โ–Š         | 1/13 [00:00<00:00, 98.46it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.78it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.30it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.65it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.66it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.40it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.65it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.88it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.26it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.13it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.61it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.39it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.93it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.49it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.09it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.54it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.17it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.16it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.82it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.81it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.49it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.56it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.27it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.62it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.35it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 458.90it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 411.37it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 398.99it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.64it/s]


Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.87it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.53it/s]
Epoch 24:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 25:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 25:   8%|โ–Š         | 1/13 [00:00<00:00, 98.82it/s]
Epoch 25:   8%|โ–Š         | 1/13 [00:00<00:00, 95.59it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 97.62it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 96.21it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 98.48it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 97.44it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.76it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.04it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.99it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.40it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.40it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.85it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.30it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 99.79it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 99.71it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 99.30it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.10it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 99.77it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.52it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.22it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.03it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.76it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.44it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.17it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.33it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.10it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 465.26it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 417.03it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 404.05it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 429.68it/s]


Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.11it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.79it/s]
Epoch 25:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 26:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 26:   8%|โ–Š         | 1/13 [00:00<00:00, 103.64it/s]
Epoch 26:   8%|โ–Š         | 1/13 [00:00<00:00, 100.43it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.92it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.43it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.52it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.48it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.66it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.78it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.44it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.81it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.58it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.04it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.47it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.02it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.73it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.34it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.97it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.62it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.91it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.59it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.94it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.64it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.84it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.55it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.35it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.10it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 462.18it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 413.37it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 399.64it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 426.33it/s]


Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.37it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.03it/s]
Epoch 26:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 27:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 27:   8%|โ–Š         | 1/13 [00:00<00:00, 101.88it/s]
Epoch 27:   8%|โ–Š         | 1/13 [00:00<00:00, 98.81it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.65it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.15it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.52it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.48it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.63it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.85it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.38it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.44it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.60it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.04it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.05it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.60it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.20it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.79it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.44it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.10it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.80it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.50it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.00it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.71it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.08it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.81it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.77it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.53it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 476.68it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 416.39it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 404.26it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 430.39it/s]


Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.11it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.78it/s]
Epoch 27:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 28:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 28:   8%|โ–Š         | 1/13 [00:00<00:00, 106.32it/s]
Epoch 28:   8%|โ–Š         | 1/13 [00:00<00:00, 103.33it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.11it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.55it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.37it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.27it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.86it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.01it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.57it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.92it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.05it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.51it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.78it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.33it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.10it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.69it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.97it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.60it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.89it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.57it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.96it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.67it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.13it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.86it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.93it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.69it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 466.09it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 417.24it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 404.47it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 432.86it/s]


Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.14it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.80it/s]
Epoch 28:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 29:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 29:   8%|โ–Š         | 1/13 [00:00<00:00, 103.69it/s]
Epoch 29:   8%|โ–Š         | 1/13 [00:00<00:00, 100.83it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.10it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.57it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.39it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.36it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.13it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.32it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.15it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.44it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.67it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.16it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.14it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.71it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.38it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.99it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.73it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.39it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.99it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.68it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.09it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.80it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.26it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.99it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.08it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.84it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 478.31it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 416.91it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 402.40it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 430.55it/s]


Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.21it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.87it/s]
Epoch 29:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 30:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 30:   8%|โ–Š         | 1/13 [00:00<00:00, 104.18it/s]
Epoch 30:   8%|โ–Š         | 1/13 [00:00<00:00, 101.23it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.49it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.97it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.48it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.37it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.98it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.22it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.55it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.92it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.97it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.46it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.26it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.81it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.46it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.05it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.25it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.90it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.22it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.91it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.23it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.92it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.19it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.92it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.88it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.63it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 477.71it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 418.99it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 404.22it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 432.29it/s]


Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.05it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.70it/s]
Epoch 30:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 31:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 31:   8%|โ–Š         | 1/13 [00:00<00:00, 104.61it/s]
Epoch 31:   8%|โ–Š         | 1/13 [00:00<00:00, 101.47it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.23it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.59it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.41it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.39it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.74it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.91it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.12it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.40it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.06it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.41it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.28it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.84it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.20it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.81it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.24it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.86it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.16it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.84it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.03it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.75it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.26it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.00it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.96it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.72it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 456.45it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 399.31it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 373.21it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 402.95it/s]


Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.10it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.73it/s]
Epoch 31:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 32:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 32:   8%|โ–Š         | 1/13 [00:00<00:00, 93.16it/s]
Epoch 32:   8%|โ–Š         | 1/13 [00:00<00:00, 90.40it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 95.85it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 94.53it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 97.09it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 96.06it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 97.56it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 96.87it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 98.64it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 98.05it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.04it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 98.55it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 99.82it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 99.39it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.39it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.02it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.91it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.54it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.14it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.80it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.34it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.06it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.58it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.32it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.44it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.19it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 466.60it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 416.87it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 401.11it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 429.22it/s]


Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.14it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.83it/s]
Epoch 32:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 33:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 33:   8%|โ–Š         | 1/13 [00:00<00:00, 104.70it/s]
Epoch 33:   8%|โ–Š         | 1/13 [00:00<00:00, 101.76it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.14it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.64it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.88it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.80it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.02it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.18it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.65it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.00it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.94it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.40it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.21it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.77it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.51it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.12it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.85it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.50it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.91it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.59it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.04it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.75it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.17it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.90it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.97it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.73it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 471.85it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 399.84it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 428.02it/s]


Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.10it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.76it/s]
Epoch 33:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 34:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 34:   8%|โ–Š         | 1/13 [00:00<00:00, 102.67it/s]
Epoch 34:   8%|โ–Š         | 1/13 [00:00<00:00, 99.62it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.83it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.34it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.94it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.94it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.70it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.95it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.52it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.90it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.10it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.59it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.54it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.06it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.79it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.40it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.80it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.34it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.71it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.41it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.22it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.95it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.75it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.49it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.79it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.56it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 471.06it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 421.92it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 407.29it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 434.47it/s]


Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.58it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.27it/s]
Epoch 34:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 35:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 35:   8%|โ–Š         | 1/13 [00:00<00:00, 108.31it/s]
Epoch 35:   8%|โ–Š         | 1/13 [00:00<00:00, 105.22it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.29it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.59it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.14it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.08it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.62it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.70it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.45it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.74it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.72it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.15it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.11it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.59it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.01it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.57it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.67it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.30it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.83it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.52it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.14it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.86it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.43it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.18it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.18it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.92it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 438.73it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 334.59it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 312.12it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 343.12it/s]


Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.91it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.59it/s]
Epoch 35:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 36:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 36:   8%|โ–Š         | 1/13 [00:00<00:00, 103.01it/s]
Epoch 36:   8%|โ–Š         | 1/13 [00:00<00:00, 99.95it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.02it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.53it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.38it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.35it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.48it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.70it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.80it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.17it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.07it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.55it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.32it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.87it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.41it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.90it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.04it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.63it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.64it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.30it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.32it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.01it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.20it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.92it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.78it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.51it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 448.54it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 403.09it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 375.63it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 406.76it/s]


Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.83it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.50it/s]
Epoch 36:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 37:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 37:   8%|โ–Š         | 1/13 [00:00<00:00, 103.05it/s]
Epoch 37:   8%|โ–Š         | 1/13 [00:00<00:00, 99.94it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.22it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 99.71it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.85it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.83it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.32it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.57it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.40it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.78it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.25it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.67it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.39it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.94it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.75it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.36it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.08it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.73it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.18it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.86it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.39it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.10it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.57it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.30it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.26it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.00it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 471.01it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 413.56it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 402.28it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.76it/s]


Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.45it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.12it/s]
Epoch 37:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 38:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 38:   8%|โ–Š         | 1/13 [00:00<00:00, 105.20it/s]
Epoch 38:   8%|โ–Š         | 1/13 [00:00<00:00, 102.15it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.46it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.86it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.03it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.84it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.37it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.54it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.71it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.01it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.65it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.13it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.01it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.56it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.29it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.91it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.38it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.04it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.52it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.17it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.27it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.96it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.23it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.97it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.98it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.71it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 456.05it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 410.34it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 396.75it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 425.06it/s]


Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.33it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.01it/s]
Epoch 38:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 39:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 39:   8%|โ–Š         | 1/13 [00:00<00:00, 101.99it/s]
Epoch 39:   8%|โ–Š         | 1/13 [00:00<00:00, 98.93it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.99it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.48it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.10it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.05it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.75it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.96it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.28it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.67it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.33it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.82it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.70it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.05it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.46it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.08it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.34it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.98it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.17it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.85it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.94it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.65it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.03it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.77it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.61it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.36it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 467.38it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 410.98it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 398.72it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.84it/s]


Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.06it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.72it/s]
Epoch 39:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 40:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 40:   8%|โ–Š         | 1/13 [00:00<00:00, 105.53it/s]
Epoch 40:   8%|โ–Š         | 1/13 [00:00<00:00, 102.53it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.57it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.96it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.05it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.98it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.20it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.38it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.16it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.38it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.66it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.11it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.49it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.83it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.67it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.25it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.69it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.34it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.81it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.50it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.08it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.79it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.29it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.03it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.17it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.92it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 480.83it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 425.06it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 407.82it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 433.68it/s]


Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.36it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.00it/s]
Epoch 40:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 41:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 41:   8%|โ–Š         | 1/13 [00:00<00:00, 108.94it/s]
Epoch 41:   8%|โ–Š         | 1/13 [00:00<00:00, 105.77it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.29it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.72it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 108.02it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.93it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.55it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.74it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.26it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.59it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.80it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.24it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.71it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.24it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.90it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.47it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.62it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.27it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.72it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.39it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.84it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.54it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.88it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.43it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.12it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.87it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 473.18it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 395.50it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 387.89it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 417.87it/s]


Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.37it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.02it/s]
Epoch 41:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 42:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 42:   8%|โ–Š         | 1/13 [00:00<00:00, 103.11it/s]
Epoch 42:   8%|โ–Š         | 1/13 [00:00<00:00, 100.18it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.26it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.73it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.02it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.99it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.76it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.99it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.18it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.51it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.50it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.98it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.70it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.23it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.24it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.82it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.11it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.74it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.17it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.85it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.16it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.86it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.58it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.29it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.92it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.66it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 467.96it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 398.74it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 391.28it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 420.83it/s]


Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.89it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.55it/s]
Epoch 42:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 43:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 43:   8%|โ–Š         | 1/13 [00:00<00:00, 108.29it/s]
Epoch 43:   8%|โ–Š         | 1/13 [00:00<00:00, 105.13it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.34it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.63it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.54it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.41it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.99it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.17it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.80it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.13it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.57it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.03it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.12it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.61it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.92it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.50it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.92it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.56it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.05it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.73it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.84it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.55it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.73it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.46it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.27it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.02it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 459.40it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 411.63it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 402.55it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 428.85it/s]


Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.52it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.19it/s]
Epoch 43:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 44:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 44:   8%|โ–Š         | 1/13 [00:00<00:00, 105.79it/s]
Epoch 44:   8%|โ–Š         | 1/13 [00:00<00:00, 102.38it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.95it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.42it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.17it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.13it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.59it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.81it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.94it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.31it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.21it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.69it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.51it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.06it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.47it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.07it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.32it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.95it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.31it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.98it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.03it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.74it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.22it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.95it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.04it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.77it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 470.90it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 419.72it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 403.88it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 432.01it/s]


Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.01it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.67it/s]
Epoch 44:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 45:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 45:   8%|โ–Š         | 1/13 [00:00<00:00, 106.22it/s]
Epoch 45:   8%|โ–Š         | 1/13 [00:00<00:00, 103.19it/s]
Epoch 45:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.15it/s]
Epoch 45:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.59it/s]
Epoch 45:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.52it/s]
Epoch 45:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.47it/s]
Epoch 45:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.74it/s]
Epoch 45:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.94it/s]
Epoch 45:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.97it/s]
Epoch 45:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.34it/s]
Epoch 45:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.62it/s]
Epoch 45:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.00it/s]
Epoch 45:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.29it/s]
Epoch 45:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.80it/s]
Epoch 45:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.84it/s]
Epoch 45:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.40it/s]
Epoch 45:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.02it/s]
Epoch 45:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.65it/s]
Epoch 45:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.73it/s]
Epoch 45:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.37it/s]
Epoch 45:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.56it/s]
Epoch 45:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.26it/s]
Epoch 45:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.61it/s]
Epoch 45:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.30it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.81it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.57it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 460.66it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 407.91it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 393.08it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 415.84it/s]


Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.25it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.94it/s]
Epoch 45:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 46:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 46:   8%|โ–Š         | 1/13 [00:00<00:00, 105.85it/s]
Epoch 46:   8%|โ–Š         | 1/13 [00:00<00:00, 102.83it/s]
Epoch 46:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.21it/s]
Epoch 46:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.69it/s]
Epoch 46:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.88it/s]
Epoch 46:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.84it/s]
Epoch 46:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.43it/s]
Epoch 46:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.66it/s]
Epoch 46:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.55it/s]
Epoch 46:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.90it/s]
Epoch 46:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.18it/s]
Epoch 46:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.63it/s]
Epoch 46:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.01it/s]
Epoch 46:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.55it/s]
Epoch 46:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.57it/s]
Epoch 46:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.16it/s]
Epoch 46:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.31it/s]
Epoch 46:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.96it/s]
Epoch 46:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.73it/s]
Epoch 46:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.34it/s]
Epoch 46:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.46it/s]
Epoch 46:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.13it/s]
Epoch 46:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.94it/s]
Epoch 46:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.66it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.33it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.04it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 418.34it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 378.67it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 361.51it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 380.61it/s]


Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.25it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.93it/s]
Epoch 46:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 47:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 47:   8%|โ–Š         | 1/13 [00:00<00:00, 91.65it/s]
Epoch 47:   8%|โ–Š         | 1/13 [00:00<00:00, 89.14it/s]
Epoch 47:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 95.09it/s]
Epoch 47:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 93.65it/s]
Epoch 47:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 94.90it/s]
Epoch 47:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 93.88it/s]
Epoch 47:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 93.46it/s]
Epoch 47:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 92.71it/s]
Epoch 47:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 94.50it/s]
Epoch 47:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 93.87it/s]
Epoch 47:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 94.96it/s]
Epoch 47:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 94.47it/s]
Epoch 47:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 95.64it/s]
Epoch 47:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 95.20it/s]
Epoch 47:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 96.62it/s]
Epoch 47:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 96.28it/s]
Epoch 47:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 97.57it/s]
Epoch 47:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 97.27it/s]
Epoch 47:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.25it/s]
Epoch 47:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 97.98it/s]
Epoch 47:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 98.47it/s]
Epoch 47:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 98.21it/s]
Epoch 47:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 98.75it/s]
Epoch 47:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 98.51it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.71it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.49it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 471.11it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 416.85it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 406.33it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 431.99it/s]


Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.98it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.68it/s]
Epoch 47:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 48:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 48:   8%|โ–Š         | 1/13 [00:00<00:00, 104.92it/s]
Epoch 48:   8%|โ–Š         | 1/13 [00:00<00:00, 101.38it/s]
Epoch 48:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.21it/s]
Epoch 48:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.68it/s]
Epoch 48:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.46it/s]
Epoch 48:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.38it/s]
Epoch 48:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.21it/s]
Epoch 48:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.47it/s]
Epoch 48:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.39it/s]
Epoch 48:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.80it/s]
Epoch 48:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.91it/s]
Epoch 48:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.39it/s]
Epoch 48:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.49it/s]
Epoch 48:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.06it/s]
Epoch 48:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.45it/s]
Epoch 48:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.08it/s]
Epoch 48:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.50it/s]
Epoch 48:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.17it/s]
Epoch 48:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.40it/s]
Epoch 48:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.11it/s]
Epoch 48:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.28it/s]
Epoch 48:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.01it/s]
Epoch 48:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.13it/s]
Epoch 48:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.87it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.59it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.36it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 469.69it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 414.48it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 403.80it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 430.02it/s]


Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.38it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.06it/s]
Epoch 48:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 49:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 49:   8%|โ–Š         | 1/13 [00:00<00:00, 96.73it/s]
Epoch 49:   8%|โ–Š         | 1/13 [00:00<00:00, 94.18it/s]
Epoch 49:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 92.77it/s]
Epoch 49:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 91.28it/s]
Epoch 49:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 91.84it/s]
Epoch 49:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 90.94it/s]
Epoch 49:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 92.31it/s]
Epoch 49:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 91.65it/s]
Epoch 49:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 92.11it/s]
Epoch 49:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 91.50it/s]
Epoch 49:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 90.47it/s]
Epoch 49:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 89.96it/s]
Epoch 49:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 89.43it/s]
Epoch 49:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 89.04it/s]
Epoch 49:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 89.47it/s]
Epoch 49:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 89.13it/s]
Epoch 49:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 89.55it/s]
Epoch 49:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 89.27it/s]
Epoch 49:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 89.68it/s]
Epoch 49:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 89.44it/s]
Epoch 49:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 89.84it/s]
Epoch 49:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 89.62it/s]
Epoch 49:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 90.00it/s]
Epoch 49:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 89.77it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.48it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.30it/s]

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

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

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

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

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 418.36it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 404.80it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 432.80it/s]


Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 83.22it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 82.97it/s]
Epoch 49:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 50:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 50:   8%|โ–Š         | 1/13 [00:00<00:00, 87.84it/s]
Epoch 50:   8%|โ–Š         | 1/13 [00:00<00:00, 85.52it/s]
Epoch 50:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 87.66it/s]
Epoch 50:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 86.53it/s]
Epoch 50:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 87.31it/s]
Epoch 50:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 86.58it/s]
Epoch 50:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 87.47it/s]
Epoch 50:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 86.92it/s]
Epoch 50:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 87.35it/s]
Epoch 50:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 86.91it/s]
Epoch 50:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 87.14it/s]
Epoch 50:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 86.77it/s]
Epoch 50:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 86.97it/s]
Epoch 50:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 86.66it/s]
Epoch 50:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 86.63it/s]
Epoch 50:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 86.33it/s]
Epoch 50:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 86.12it/s]
Epoch 50:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 85.87it/s]
Epoch 50:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 85.60it/s]
Epoch 50:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 85.38it/s]
Epoch 50:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 85.33it/s]
Epoch 50:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 85.14it/s]
Epoch 50:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 85.03it/s]
Epoch 50:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 84.85it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 85.06it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 84.88it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 432.94it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 390.20it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 384.36it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 411.95it/s]


Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 78.31it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 78.08it/s]
Epoch 50:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 51:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 51:   8%|โ–Š         | 1/13 [00:00<00:00, 74.40it/s]
Epoch 51:   8%|โ–Š         | 1/13 [00:00<00:00, 72.44it/s]
Epoch 51:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 74.46it/s]
Epoch 51:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 73.57it/s]
Epoch 51:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 75.42it/s]
Epoch 51:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 74.83it/s]
Epoch 51:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 75.86it/s]
Epoch 51:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 75.41it/s]
Epoch 51:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.16it/s]
Epoch 51:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 75.80it/s]
Epoch 51:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.05it/s]
Epoch 51:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 75.75it/s]
Epoch 51:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 75.98it/s]
Epoch 51:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 75.72it/s]
Epoch 51:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 75.85it/s]
Epoch 51:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 75.63it/s]
Epoch 51:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 75.85it/s]
Epoch 51:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 75.65it/s]
Epoch 51:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 75.76it/s]
Epoch 51:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 75.59it/s]
Epoch 51:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 75.51it/s]
Epoch 51:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 75.34it/s]
Epoch 51:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 75.36it/s]
Epoch 51:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 75.22it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 75.60it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 75.47it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 454.42it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 401.08it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 390.41it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 419.44it/s]


Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 70.30it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 70.10it/s]
Epoch 51:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 52:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 52:   8%|โ–Š         | 1/13 [00:00<00:00, 72.42it/s]
Epoch 52:   8%|โ–Š         | 1/13 [00:00<00:00, 70.77it/s]
Epoch 52:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 71.39it/s]
Epoch 52:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 70.58it/s]
Epoch 52:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 71.33it/s]
Epoch 52:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 70.81it/s]
Epoch 52:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 71.33it/s]
Epoch 52:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 70.95it/s]
Epoch 52:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 71.58it/s]
Epoch 52:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 71.28it/s]
Epoch 52:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 71.80it/s]
Epoch 52:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 71.55it/s]
Epoch 52:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 71.94it/s]
Epoch 52:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 71.73it/s]
Epoch 52:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 71.89it/s]
Epoch 52:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 71.67it/s]
Epoch 52:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 71.50it/s]
Epoch 52:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 71.31it/s]
Epoch 52:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 71.06it/s]
Epoch 52:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 70.89it/s]
Epoch 52:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 70.80it/s]
Epoch 52:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 70.64it/s]
Epoch 52:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 70.50it/s]
Epoch 52:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 70.36it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 70.33it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 70.21it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 410.48it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 385.38it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 383.56it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 404.87it/s]


Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 65.61it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 65.45it/s]
Epoch 52:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 53:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 53:   8%|โ–Š         | 1/13 [00:00<00:00, 69.55it/s]
Epoch 53:   8%|โ–Š         | 1/13 [00:00<00:00, 68.17it/s]
Epoch 53:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 69.13it/s]
Epoch 53:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 68.46it/s]
Epoch 53:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 69.03it/s]
Epoch 53:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 68.54it/s]
Epoch 53:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 68.77it/s]
Epoch 53:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 68.41it/s]
Epoch 53:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 68.76it/s]
Epoch 53:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 68.48it/s]
Epoch 53:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 68.44it/s]
Epoch 53:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 68.18it/s]
Epoch 53:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 68.18it/s]
Epoch 53:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 67.97it/s]
Epoch 53:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 67.82it/s]
Epoch 53:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 67.64it/s]
Epoch 53:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 67.60it/s]
Epoch 53:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 67.44it/s]
Epoch 53:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 67.47it/s]
Epoch 53:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 67.32it/s]
Epoch 53:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 67.40it/s]
Epoch 53:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 67.27it/s]
Epoch 53:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 67.26it/s]
Epoch 53:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 67.15it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 67.39it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 67.29it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 458.49it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 406.39it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 397.84it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 423.66it/s]


Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 63.20it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 63.05it/s]
Epoch 53:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 54:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 54:   8%|โ–Š         | 1/13 [00:00<00:00, 65.76it/s]
Epoch 54:   8%|โ–Š         | 1/13 [00:00<00:00, 64.54it/s]
Epoch 54:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 65.77it/s]
Epoch 54:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 65.17it/s]
Epoch 54:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 65.66it/s]
Epoch 54:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 65.28it/s]
Epoch 54:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 65.65it/s]
Epoch 54:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 65.34it/s]
Epoch 54:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 65.76it/s]
Epoch 54:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 65.51it/s]
Epoch 54:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 65.03it/s]
Epoch 54:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 64.82it/s]
Epoch 54:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 64.55it/s]
Epoch 54:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 64.36it/s]
Epoch 54:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 64.40it/s]
Epoch 54:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 64.24it/s]
Epoch 54:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 64.44it/s]
Epoch 54:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 64.29it/s]
Epoch 54:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 64.44it/s]
Epoch 54:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 64.32it/s]
Epoch 54:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 64.44it/s]
Epoch 54:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 64.32it/s]
Epoch 54:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 64.37it/s]
Epoch 54:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 64.26it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 64.47it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 64.36it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 446.30it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 402.08it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 392.59it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 417.95it/s]


Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.56it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 60.43it/s]
Epoch 54:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 55:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 55:   8%|โ–Š         | 1/13 [00:00<00:00, 60.22it/s]
Epoch 55:   8%|โ–Š         | 1/13 [00:00<00:00, 59.08it/s]
Epoch 55:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 60.62it/s]
Epoch 55:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 60.04it/s]
Epoch 55:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 61.20it/s]
Epoch 55:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 60.82it/s]
Epoch 55:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 61.44it/s]
Epoch 55:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 61.14it/s]
Epoch 55:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 61.40it/s]
Epoch 55:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 61.13it/s]
Epoch 55:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 61.04it/s]
Epoch 55:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 60.83it/s]
Epoch 55:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 60.87it/s]
Epoch 55:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 60.68it/s]
Epoch 55:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 60.74it/s]
Epoch 55:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 60.58it/s]
Epoch 55:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 60.33it/s]
Epoch 55:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 60.19it/s]
Epoch 55:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 60.15it/s]
Epoch 55:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 60.02it/s]
Epoch 55:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 59.97it/s]
Epoch 55:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 59.86it/s]
Epoch 55:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 59.79it/s]
Epoch 55:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 59.67it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.85it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.76it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 440.86it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 397.92it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 388.39it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 418.21it/s]


Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.44it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.32it/s]
Epoch 55:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 56:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 56:   8%|โ–Š         | 1/13 [00:00<00:00, 60.13it/s]
Epoch 56:   8%|โ–Š         | 1/13 [00:00<00:00, 58.95it/s]
Epoch 56:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 59.28it/s]
Epoch 56:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 58.68it/s]
Epoch 56:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 58.93it/s]
Epoch 56:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 58.55it/s]
Epoch 56:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 59.14it/s]
Epoch 56:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 58.88it/s]
Epoch 56:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 59.35it/s]
Epoch 56:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 59.13it/s]
Epoch 56:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 59.44it/s]
Epoch 56:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 59.26it/s]
Epoch 56:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 59.28it/s]
Epoch 56:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 59.11it/s]
Epoch 56:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 59.14it/s]
Epoch 56:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 59.00it/s]
Epoch 56:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 59.00it/s]
Epoch 56:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 58.87it/s]
Epoch 56:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 58.91it/s]
Epoch 56:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 58.79it/s]
Epoch 56:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 58.82it/s]
Epoch 56:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 58.71it/s]
Epoch 56:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 58.56it/s]
Epoch 56:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 58.46it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 58.55it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 58.45it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 426.73it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 391.66it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 385.20it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 414.68it/s]


Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 55.24it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 55.13it/s]
Epoch 56:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 57:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 57:   8%|โ–Š         | 1/13 [00:00<00:00, 57.74it/s]
Epoch 57:   8%|โ–Š         | 1/13 [00:00<00:00, 56.76it/s]
Epoch 57:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 57.91it/s]
Epoch 57:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 57.16it/s]
Epoch 57:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 57.20it/s]
Epoch 57:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 56.86it/s]
Epoch 57:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 57.10it/s]
Epoch 57:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 56.84it/s]
Epoch 57:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 57.17it/s]
Epoch 57:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 56.98it/s]
Epoch 57:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 57.23it/s]
Epoch 57:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 57.07it/s]
Epoch 57:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 57.39it/s]
Epoch 57:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 57.23it/s]
Epoch 57:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 57.29it/s]
Epoch 57:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 57.15it/s]
Epoch 57:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 57.02it/s]
Epoch 57:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 56.88it/s]
Epoch 57:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.76it/s]
Epoch 57:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.65it/s]
Epoch 57:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.62it/s]
Epoch 57:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.51it/s]
Epoch 57:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 56.56it/s]
Epoch 57:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 56.48it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.81it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.73it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 442.11it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 396.38it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 387.25it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 416.58it/s]


Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.67it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.55it/s]
Epoch 57:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 58:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 58:   8%|โ–Š         | 1/13 [00:00<00:00, 57.14it/s]
Epoch 58:   8%|โ–Š         | 1/13 [00:00<00:00, 56.17it/s]
Epoch 58:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 56.83it/s]
Epoch 58:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 56.32it/s]
Epoch 58:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 56.98it/s]
Epoch 58:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 56.66it/s]
Epoch 58:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 57.03it/s]
Epoch 58:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 56.80it/s]
Epoch 58:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 56.73it/s]
Epoch 58:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 56.49it/s]
Epoch 58:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 56.41it/s]
Epoch 58:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 56.24it/s]
Epoch 58:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 56.42it/s]
Epoch 58:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 56.28it/s]
Epoch 58:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 56.48it/s]
Epoch 58:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 56.36it/s]
Epoch 58:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 56.46it/s]
Epoch 58:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 56.35it/s]
Epoch 58:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.45it/s]
Epoch 58:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.35it/s]
Epoch 58:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.41it/s]
Epoch 58:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.32it/s]
Epoch 58:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 56.43it/s]
Epoch 58:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 56.35it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.61it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.52it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 445.87it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 399.02it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 388.51it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 418.26it/s]


Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.56it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.45it/s]
Epoch 58:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 59:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 59:   8%|โ–Š         | 1/13 [00:00<00:00, 56.25it/s]
Epoch 59:   8%|โ–Š         | 1/13 [00:00<00:00, 55.24it/s]
Epoch 59:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 55.45it/s]
Epoch 59:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 54.92it/s]
Epoch 59:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 55.10it/s]
Epoch 59:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 54.76it/s]
Epoch 59:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 54.84it/s]
Epoch 59:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 54.57it/s]
Epoch 59:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 54.68it/s]
Epoch 59:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 54.46it/s]
Epoch 59:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 54.57it/s]
Epoch 59:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 54.40it/s]
Epoch 59:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 54.53it/s]
Epoch 59:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 54.39it/s]
Epoch 59:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 54.52it/s]
Epoch 59:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 54.40it/s]
Epoch 59:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 54.55it/s]
Epoch 59:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 54.45it/s]
Epoch 59:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 54.64it/s]
Epoch 59:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 54.54it/s]
Epoch 59:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 54.62it/s]
Epoch 59:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 54.52it/s]
Epoch 59:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 54.67it/s]
Epoch 59:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 54.58it/s]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.84it/s]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.77it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 444.03it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 393.68it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 367.66it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 398.97it/s]


Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 51.87it/s]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 51.76it/s]
Epoch 59:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 60:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 60:   8%|โ–Š         | 1/13 [00:00<00:00, 54.43it/s]
Epoch 60:   8%|โ–Š         | 1/13 [00:00<00:00, 53.47it/s]
Epoch 60:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 54.13it/s]
Epoch 60:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 53.62it/s]
Epoch 60:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 53.72it/s]
Epoch 60:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 53.37it/s]
Epoch 60:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 53.92it/s]
Epoch 60:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 53.69it/s]
Epoch 60:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 54.21it/s]
Epoch 60:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 54.03it/s]
Epoch 60:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 54.45it/s]
Epoch 60:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 54.30it/s]
Epoch 60:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 54.61it/s]
Epoch 60:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 54.47it/s]
Epoch 60:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 54.51it/s]
Epoch 60:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 54.38it/s]
Epoch 60:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 54.42it/s]
Epoch 60:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 54.30it/s]
Epoch 60:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 54.24it/s]
Epoch 60:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 54.13it/s]
Epoch 60:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 54.19it/s]
Epoch 60:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 54.10it/s]
Epoch 60:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 54.17it/s]
Epoch 60:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 54.09it/s]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.08it/s]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.00it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 408.40it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 376.04it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 375.13it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 404.47it/s]


Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 51.19it/s]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 51.10it/s]
Epoch 60:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 61:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 61:   8%|โ–Š         | 1/13 [00:00<00:00, 53.49it/s]
Epoch 61:   8%|โ–Š         | 1/13 [00:00<00:00, 52.18it/s]
Epoch 61:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 51.75it/s]
Epoch 61:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 51.27it/s]
Epoch 61:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 52.38it/s]
Epoch 61:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 52.08it/s]
Epoch 61:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 52.47it/s]
Epoch 61:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 52.24it/s]
Epoch 61:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 52.65it/s]
Epoch 61:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 52.43it/s]
Epoch 61:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 52.62it/s]
Epoch 61:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 52.47it/s]
Epoch 61:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 52.75it/s]
Epoch 61:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 52.62it/s]
Epoch 61:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 52.91it/s]
Epoch 61:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 52.78it/s]
Epoch 61:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 52.98it/s]
Epoch 61:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 52.89it/s]
Epoch 61:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 53.16it/s]
Epoch 61:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 53.07it/s]
Epoch 61:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 53.33it/s]
Epoch 61:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 53.25it/s]
Epoch 61:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 53.37it/s]
Epoch 61:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 53.29it/s]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.60it/s]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.53it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 461.01it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 406.80it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 397.09it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 424.52it/s]


Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 50.90it/s]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 50.81it/s]
Epoch 61:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 62:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 62:   8%|โ–Š         | 1/13 [00:00<00:00, 55.00it/s]
Epoch 62:   8%|โ–Š         | 1/13 [00:00<00:00, 54.10it/s]
Epoch 62:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 54.85it/s]
Epoch 62:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 54.34it/s]
Epoch 62:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 54.79it/s]
Epoch 62:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 54.49it/s]
Epoch 62:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 54.82it/s]
Epoch 62:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 54.59it/s]
Epoch 62:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 54.78it/s]
Epoch 62:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 54.58it/s]
Epoch 62:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 54.07it/s]
Epoch 62:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 53.89it/s]
Epoch 62:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 53.65it/s]
Epoch 62:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 53.50it/s]
Epoch 62:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 53.42it/s]
Epoch 62:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 53.28it/s]
Epoch 62:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 52.79it/s]
Epoch 62:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 52.66it/s]
Epoch 62:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 52.53it/s]
Epoch 62:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 52.44it/s]
Epoch 62:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 52.63it/s]
Epoch 62:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 52.54it/s]
Epoch 62:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 52.72it/s]
Epoch 62:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 52.64it/s]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 52.94it/s]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 52.87it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 437.45it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 391.86it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 387.94it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 415.14it/s]


Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 50.25it/s]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 50.16it/s]
Epoch 62:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 63:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 63:   8%|โ–Š         | 1/13 [00:00<00:00, 54.28it/s]
Epoch 63:   8%|โ–Š         | 1/13 [00:00<00:00, 53.25it/s]
Epoch 63:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 53.01it/s]
Epoch 63:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 52.52it/s]
Epoch 63:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 52.77it/s]
Epoch 63:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 52.44it/s]
Epoch 63:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 53.03it/s]
Epoch 63:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 52.79it/s]
Epoch 63:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 53.06it/s]
Epoch 63:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 52.87it/s]
Epoch 63:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 53.05it/s]
Epoch 63:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 52.86it/s]
Epoch 63:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 52.90it/s]
Epoch 63:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 52.76it/s]
Epoch 63:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 52.95it/s]
Epoch 63:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 52.83it/s]
Epoch 63:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 52.96it/s]
Epoch 63:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 52.85it/s]
Epoch 63:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 52.92it/s]
Epoch 63:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 52.82it/s]
Epoch 63:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 53.12it/s]
Epoch 63:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 53.04it/s]
Epoch 63:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 53.25it/s]
Epoch 63:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 53.16it/s]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.52it/s]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.45it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 455.41it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 403.80it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 392.90it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 422.41it/s]


Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 50.81it/s]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 50.71it/s]
Epoch 63:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 64:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 64:   8%|โ–Š         | 1/13 [00:00<00:00, 56.51it/s]
Epoch 64:   8%|โ–Š         | 1/13 [00:00<00:00, 55.63it/s]
Epoch 64:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 56.26it/s]
Epoch 64:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 55.80it/s]
Epoch 64:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 56.21it/s]
Epoch 64:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 55.90it/s]
Epoch 64:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 56.18it/s]
Epoch 64:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 55.93it/s]
Epoch 64:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 55.83it/s]
Epoch 64:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 55.62it/s]
Epoch 64:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 55.67it/s]
Epoch 64:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 55.47it/s]
Epoch 64:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 55.35it/s]
Epoch 64:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 55.20it/s]
Epoch 64:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 55.26it/s]
Epoch 64:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 55.13it/s]
Epoch 64:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 55.21it/s]
Epoch 64:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 55.09it/s]
Epoch 64:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 55.10it/s]
Epoch 64:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 55.00it/s]
Epoch 64:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 54.94it/s]
Epoch 64:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 54.83it/s]
Epoch 64:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 54.77it/s]
Epoch 64:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 54.68it/s]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.96it/s]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.88it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 371.80it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 361.00it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 366.45it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 396.53it/s]


Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 51.97it/s]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 51.87it/s]
Epoch 64:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 65:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 65:   8%|โ–Š         | 1/13 [00:00<00:00, 55.63it/s]
Epoch 65:   8%|โ–Š         | 1/13 [00:00<00:00, 54.48it/s]
Epoch 65:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 53.97it/s]
Epoch 65:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 53.41it/s]
Epoch 65:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 53.93it/s]
Epoch 65:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 53.60it/s]
Epoch 65:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 53.99it/s]
Epoch 65:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 53.73it/s]
Epoch 65:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 54.18it/s]
Epoch 65:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 53.97it/s]
Epoch 65:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 54.39it/s]
Epoch 65:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 54.21it/s]
Epoch 65:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 54.54it/s]
Epoch 65:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 54.39it/s]
Epoch 65:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 54.67it/s]
Epoch 65:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 54.54it/s]
Epoch 65:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 54.89it/s]
Epoch 65:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 54.77it/s]
Epoch 65:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 55.07it/s]
Epoch 65:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 54.96it/s]
Epoch 65:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 55.23it/s]
Epoch 65:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 55.13it/s]
Epoch 65:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 55.09it/s]
Epoch 65:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 54.99it/s]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 55.26it/s]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 55.17it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 414.95it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 363.90it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 356.74it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 385.01it/s]


Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 52.12it/s]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 52.01it/s]
Epoch 65:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 66:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 66:   8%|โ–Š         | 1/13 [00:00<00:00, 54.92it/s]
Epoch 66:   8%|โ–Š         | 1/13 [00:00<00:00, 53.69it/s]
Epoch 66:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 54.40it/s]
Epoch 66:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 53.82it/s]
Epoch 66:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 54.67it/s]
Epoch 66:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 54.29it/s]
Epoch 66:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 55.01it/s]
Epoch 66:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 54.71it/s]
Epoch 66:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 55.13it/s]
Epoch 66:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 54.90it/s]
Epoch 66:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 55.49it/s]
Epoch 66:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 55.32it/s]
Epoch 66:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 55.85it/s]
Epoch 66:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 55.71it/s]
Epoch 66:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 56.21it/s]
Epoch 66:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 56.08it/s]
Epoch 66:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 56.48it/s]
Epoch 66:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 56.37it/s]
Epoch 66:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.72it/s]
Epoch 66:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.62it/s]
Epoch 66:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.95it/s]
Epoch 66:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.87it/s]
Epoch 66:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 57.14it/s]
Epoch 66:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 57.06it/s]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.54it/s]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.46it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 473.34it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 399.57it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.94it/s]


Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.48it/s]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.36it/s]
Epoch 66:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 67:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 67:   8%|โ–Š         | 1/13 [00:00<00:00, 59.94it/s]
Epoch 67:   8%|โ–Š         | 1/13 [00:00<00:00, 58.91it/s]
Epoch 67:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 59.80it/s]
Epoch 67:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 59.31it/s]
Epoch 67:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 59.93it/s]
Epoch 67:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 59.60it/s]
Epoch 67:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 60.00it/s]
Epoch 67:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 59.76it/s]
Epoch 67:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 60.04it/s]
Epoch 67:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 59.82it/s]
Epoch 67:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 59.92it/s]
Epoch 67:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 59.75it/s]
Epoch 67:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 59.89it/s]
Epoch 67:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 59.74it/s]
Epoch 67:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 59.85it/s]
Epoch 67:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 59.72it/s]
Epoch 67:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 59.86it/s]
Epoch 67:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 59.75it/s]
Epoch 67:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 59.73it/s]
Epoch 67:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 59.63it/s]
Epoch 67:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 59.71it/s]
Epoch 67:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 59.61it/s]
Epoch 67:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 59.61it/s]
Epoch 67:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 59.51it/s]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.71it/s]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.62it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 443.51it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 397.09it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 388.70it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 407.50it/s]


Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.26it/s]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.13it/s]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.01it/s]

Validation: |          | 0/? [00:00<?, ?it/s]
Validation:   0%|          | 0/4 [00:00<?, ?it/s]
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]
Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 369.84it/s]
Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 390.00it/s]
Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 381.53it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 414.61it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 389.61it/s]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        val_loss            0.02552291378378868
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 0:   8%|โ–Š         | 1/13 [00:00<00:00, 77.49it/s]
Epoch 0:   8%|โ–Š         | 1/13 [00:00<00:00, 75.59it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 84.32it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 83.20it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 87.49it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 86.65it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 89.39it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 88.78it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 91.02it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 90.54it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 92.39it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 91.96it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 92.99it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 92.59it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 93.70it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 93.38it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 94.10it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 93.79it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 94.44it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 94.17it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 94.79it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 94.53it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 93.86it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 93.60it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.28it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.05it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 319.91it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 305.36it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 325.53it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 359.51it/s]


Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 85.22it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 84.95it/s]
Epoch 0:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 1:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 1:   8%|โ–Š         | 1/13 [00:00<00:00, 91.53it/s]
Epoch 1:   8%|โ–Š         | 1/13 [00:00<00:00, 88.78it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 88.78it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 87.36it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 89.73it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 88.90it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 92.11it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 91.49it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 93.95it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 93.44it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 95.20it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 94.77it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 96.26it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 95.87it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 96.94it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 96.58it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 97.13it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 96.80it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 97.45it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 97.15it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 97.08it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 96.81it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 97.03it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 96.78it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.46it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.23it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 449.02it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 386.02it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 383.92it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 410.78it/s]


Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 88.46it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 88.13it/s]
Epoch 1:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 2:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 2:   8%|โ–Š         | 1/13 [00:00<00:00, 94.17it/s]
Epoch 2:   8%|โ–Š         | 1/13 [00:00<00:00, 91.62it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 95.54it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 93.99it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 96.21it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 95.25it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 96.19it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 95.27it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 96.00it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 95.38it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 95.92it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 95.44it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 96.42it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 96.01it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 96.92it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 96.56it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 97.36it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 97.04it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 97.59it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 97.31it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 97.89it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 97.63it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 97.81it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 97.57it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.65it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.43it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 475.92it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 411.81it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 399.71it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.92it/s]


Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.99it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.68it/s]
Epoch 2:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 3:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 3:   8%|โ–Š         | 1/13 [00:00<00:00, 104.13it/s]
Epoch 3:   8%|โ–Š         | 1/13 [00:00<00:00, 101.26it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.15it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.61it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.14it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.11it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.91it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.16it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.91it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.31it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.10it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.59it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.25it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.80it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.95it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.52it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.44it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.08it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.34it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.04it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.52it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.24it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.33it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.07it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.05it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.82it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 476.46it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 421.24it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 410.28it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 434.72it/s]


Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.64it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.31it/s]
Epoch 3:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 4:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 4:   8%|โ–Š         | 1/13 [00:00<00:00, 106.21it/s]
Epoch 4:   8%|โ–Š         | 1/13 [00:00<00:00, 103.25it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.77it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.08it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.33it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 99.38it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.52it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 98.86it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.91it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.32it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.38it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.89it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.76it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.34it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.26it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.90it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.64it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.31it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.92it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.63it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.22it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.95it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.26it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.97it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.81it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.54it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 454.52it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 399.25it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 391.02it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 417.31it/s]


Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.23it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.90it/s]
Epoch 4:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 5:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 5:   8%|โ–Š         | 1/13 [00:00<00:00, 93.36it/s]
Epoch 5:   8%|โ–Š         | 1/13 [00:00<00:00, 90.82it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 96.03it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 94.14it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 97.18it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 96.30it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 98.76it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 98.00it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.34it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 98.78it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.26it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.80it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.93it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.51it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.29it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.93it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.68it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.34it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.90it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.62it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.99it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.73it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.24it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.00it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.03it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.79it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 460.31it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 408.17it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 400.81it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.01it/s]


Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.62it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.31it/s]
Epoch 5:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 6:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 6:   8%|โ–Š         | 1/13 [00:00<00:00, 98.24it/s]
Epoch 6:   8%|โ–Š         | 1/13 [00:00<00:00, 95.64it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.34it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.94it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.21it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.15it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.04it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.31it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.60it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.98it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.84it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.34it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.07it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.64it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.21it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.84it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.51it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.17it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.54it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.22it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.64it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.37it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.82it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.57it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.38it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.13it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 470.42it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 419.43it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 396.90it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 423.36it/s]


Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.67it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.34it/s]
Epoch 6:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 7:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 7:   8%|โ–Š         | 1/13 [00:00<00:00, 105.15it/s]
Epoch 7:   8%|โ–Š         | 1/13 [00:00<00:00, 102.23it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.44it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.96it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.89it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.87it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.82it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.04it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.28it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.62it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.09it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.55it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.49it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.02it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.03it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.64it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.81it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.43it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.18it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.85it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.02it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.72it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.70it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.42it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.28it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.03it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 445.02it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 401.95it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 393.55it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 419.85it/s]


Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.84it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.52it/s]
Epoch 7:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 8:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 8:   8%|โ–Š         | 1/13 [00:00<00:00, 100.48it/s]
Epoch 8:   8%|โ–Š         | 1/13 [00:00<00:00, 97.57it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.53it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 97.06it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 97.22it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 96.23it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 96.66it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 95.85it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 96.60it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 96.00it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 96.26it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 95.75it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 96.35it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 95.90it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 96.13it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 95.73it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 95.85it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 95.51it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 96.09it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 95.80it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 96.10it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 95.81it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 96.30it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 96.06it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.09it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.87it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 402.49it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 375.95it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 373.68it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 402.28it/s]


Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 88.31it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 88.02it/s]
Epoch 8:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 9:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 9:   8%|โ–Š         | 1/13 [00:00<00:00, 95.90it/s]
Epoch 9:   8%|โ–Š         | 1/13 [00:00<00:00, 93.24it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.62it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 97.24it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.09it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 99.13it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.37it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.56it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.07it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.45it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.47it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.96it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.95it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.52it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.43it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.06it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.02it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.69it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.45it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.12it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.74it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.46it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.85it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.59it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.43it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.16it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 445.92it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 404.91it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 394.16it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 419.97it/s]


Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.73it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.25it/s]
Epoch 9:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 10:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 10:   8%|โ–Š         | 1/13 [00:00<00:00, 97.96it/s]
Epoch 10:   8%|โ–Š         | 1/13 [00:00<00:00, 95.23it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.10it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.67it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.41it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.33it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.17it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.43it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.68it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.07it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.07it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.56it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.54it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.11it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.70it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.27it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.48it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.12it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.15it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.81it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.64it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.33it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.45it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.16it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.02it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.78it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 463.31it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 412.44it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 401.52it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.03it/s]


Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.62it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.30it/s]
Epoch 10:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 11:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 11:   8%|โ–Š         | 1/13 [00:00<00:00, 105.45it/s]
Epoch 11:   8%|โ–Š         | 1/13 [00:00<00:00, 102.31it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.18it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.65it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.51it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.48it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.39it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.59it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.39it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.75it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.52it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.96it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.16it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.67it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.00it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.59it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.06it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.70it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.06it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.73it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.17it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.86it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.22it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.96it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.00it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.75it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 463.72it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 405.72it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 393.70it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 421.27it/s]


Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.12it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.78it/s]
Epoch 11:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 12:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 12:   8%|โ–Š         | 1/13 [00:00<00:00, 100.06it/s]
Epoch 12:   8%|โ–Š         | 1/13 [00:00<00:00, 97.34it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.83it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.29it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.70it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.70it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.86it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.10it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.36it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.76it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.10it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.59it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.40it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.91it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.53it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.14it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.74it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.39it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.89it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.52it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.81it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.52it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.75it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.47it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.35it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.11it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 465.83it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 416.16it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 401.86it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.84it/s]


Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.75it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.42it/s]
Epoch 12:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 13:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 13:   8%|โ–Š         | 1/13 [00:00<00:00, 102.73it/s]
Epoch 13:   8%|โ–Š         | 1/13 [00:00<00:00, 99.66it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.35it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.77it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.74it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 99.65it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.27it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.49it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.01it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.41it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.18it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.66it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.33it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.88it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.38it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.95it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.09it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.74it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.33it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.00it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.40it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.12it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.65it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.38it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.39it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.13it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 452.36it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 410.50it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 400.14it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.95it/s]


Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.85it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.52it/s]
Epoch 13:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 14:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 14:   8%|โ–Š         | 1/13 [00:00<00:00, 105.22it/s]
Epoch 14:   8%|โ–Š         | 1/13 [00:00<00:00, 102.27it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.40it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.89it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.99it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.96it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.95it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.14it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.42it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.77it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.62it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.08it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.64it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.17it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.23it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.78it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.60it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.17it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.94it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.61it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.92it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.63it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.67it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.38it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.10it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.84it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 455.06it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 403.28it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 392.53it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 421.36it/s]


Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.34it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.00it/s]
Epoch 14:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 15:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 15:   8%|โ–Š         | 1/13 [00:00<00:00, 100.57it/s]
Epoch 15:   8%|โ–Š         | 1/13 [00:00<00:00, 97.57it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 99.90it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.33it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.28it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 99.28it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.64it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.79it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.98it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.38it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.48it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.98it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.67it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.18it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.15it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.72it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.82it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.44it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.61it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.27it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.87it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.59it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.12it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.85it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.75it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.49it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 448.64it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 404.17it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 375.03it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 403.75it/s]


Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.15it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.83it/s]
Epoch 15:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 16:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 16:   8%|โ–Š         | 1/13 [00:00<00:00, 101.49it/s]
Epoch 16:   8%|โ–Š         | 1/13 [00:00<00:00, 98.51it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 99.98it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.53it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 99.08it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 98.20it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.81it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.09it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.17it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.54it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.92it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.38it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.14it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 99.69it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.11it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 99.70it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.05it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 99.69it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.27it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 99.97it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.72it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.43it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.09it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.84it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.96it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.72it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 459.60it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 407.25it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 397.84it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 425.21it/s]


Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.68it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.36it/s]
Epoch 16:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 17:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 17:   8%|โ–Š         | 1/13 [00:00<00:00, 98.68it/s]
Epoch 17:   8%|โ–Š         | 1/13 [00:00<00:00, 95.91it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.68it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 99.24it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.48it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.50it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.98it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.23it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.38it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.78it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.18it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.68it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.92it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.49it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.34it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.96it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.62it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.28it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.93it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.62it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.08it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.78it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.08it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.82it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.76it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.50it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 446.49it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 403.09it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 392.21it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 420.77it/s]


Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.70it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.35it/s]
Epoch 17:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 18:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 18:   8%|โ–Š         | 1/13 [00:00<00:00, 101.35it/s]
Epoch 18:   8%|โ–Š         | 1/13 [00:00<00:00, 98.45it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 99.92it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.50it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.77it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.81it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.13it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.38it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.79it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.19it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.38it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.87it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.08it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.62it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.04it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.64it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.21it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.87it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.63it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.32it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.85it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.57it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.14it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.88it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.93it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.68it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 457.44it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 408.30it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 400.04it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 426.38it/s]


Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.34it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.01it/s]
Epoch 18:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 19:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 19:   8%|โ–Š         | 1/13 [00:00<00:00, 104.79it/s]
Epoch 19:   8%|โ–Š         | 1/13 [00:00<00:00, 101.84it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.42it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.88it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.53it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.45it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.32it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.54it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.29it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.68it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.00it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.47it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.01it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.56it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.78it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.37it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.83it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.47it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.97it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.65it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.01it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.69it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.89it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.62it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.51it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.26it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 470.00it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 414.83it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 401.02it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 428.84it/s]


Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.59it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.24it/s]
Epoch 19:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 20:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 20:   8%|โ–Š         | 1/13 [00:00<00:00, 102.33it/s]
Epoch 20:   8%|โ–Š         | 1/13 [00:00<00:00, 99.52it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.46it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.98it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.08it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.06it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.91it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.14it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.19it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.55it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.55it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.99it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.42it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.90it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.02it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.59it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.43it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.01it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.93it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.57it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.65it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.35it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.44it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.15it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.12it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.87it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 468.06it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 413.99it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 400.33it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 428.50it/s]


Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.82it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.49it/s]
Epoch 20:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 21:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 21:   8%|โ–Š         | 1/13 [00:00<00:00, 105.70it/s]
Epoch 21:   8%|โ–Š         | 1/13 [00:00<00:00, 102.56it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.02it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.32it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.27it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.22it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.39it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.61it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.05it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.43it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.46it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.92it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.63it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.18it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.84it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.44it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.78it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.35it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.63it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.29it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.70it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.41it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.78it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.51it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.38it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.13it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 474.95it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 415.85it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 400.72it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.60it/s]


Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.38it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.02it/s]
Epoch 21:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 22:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 22:   8%|โ–Š         | 1/13 [00:00<00:00, 107.42it/s]
Epoch 22:   8%|โ–Š         | 1/13 [00:00<00:00, 104.36it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.85it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.99it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.49it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.33it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.01it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.06it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.98it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.31it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.95it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.39it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.57it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.11it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.85it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.28it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.46it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.12it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.83it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.50it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.93it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.64it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.12it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.86it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.78it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.52it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 432.49it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 388.67it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 386.09it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 413.54it/s]


Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.11it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.78it/s]
Epoch 22:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 23:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 23:   8%|โ–Š         | 1/13 [00:00<00:00, 99.40it/s]
Epoch 23:   8%|โ–Š         | 1/13 [00:00<00:00, 96.73it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.27it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 99.85it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.64it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.44it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.20it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.46it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.94it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.98it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.25it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.73it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.57it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.09it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.06it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.68it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.27it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.91it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.55it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.24it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.97it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.68it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.16it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.90it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.90it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.63it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 456.95it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 412.87it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 400.78it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.88it/s]


Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.29it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.97it/s]
Epoch 23:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 24:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 24:   8%|โ–Š         | 1/13 [00:00<00:00, 106.54it/s]
Epoch 24:   8%|โ–Š         | 1/13 [00:00<00:00, 103.36it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.80it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.21it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.72it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.64it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.65it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.77it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.43it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.78it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.68it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.11it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.91it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.46it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.97it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.57it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.16it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.81it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.26it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.94it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.39it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.10it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.60it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.33it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.39it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.14it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 467.80it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 415.40it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 405.33it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 430.44it/s]


Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.66it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.33it/s]
Epoch 24:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 25:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 25:   8%|โ–Š         | 1/13 [00:00<00:00, 104.93it/s]
Epoch 25:   8%|โ–Š         | 1/13 [00:00<00:00, 101.57it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.21it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.65it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.45it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.13it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.68it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 98.86it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.96it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.33it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.69it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.17it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.55it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.03it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 99.20it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 98.73it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.70it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.34it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.80it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.43it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 98.81it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 98.52it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 98.90it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 98.61it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.63it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.39it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 454.13it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 405.05it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 398.46it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 424.22it/s]


Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.71it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.41it/s]
Epoch 25:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 26:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 26:   8%|โ–Š         | 1/13 [00:00<00:00, 106.00it/s]
Epoch 26:   8%|โ–Š         | 1/13 [00:00<00:00, 103.05it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.88it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.34it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.42it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.30it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.26it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.46it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.53it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.82it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.85it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.17it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.98it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.48it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.91it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.50it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.22it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.87it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.25it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.91it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.66it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.32it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.28it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.98it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.99it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.72it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 463.72it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 417.74it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 404.08it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 431.34it/s]


Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.44it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.11it/s]
Epoch 26:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 27:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 27:   8%|โ–Š         | 1/13 [00:00<00:00, 108.29it/s]
Epoch 27:   8%|โ–Š         | 1/13 [00:00<00:00, 105.13it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.45it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.66it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.48it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.40it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.89it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.05it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.54it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.92it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.07it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.54it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.47it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.98it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.88it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.49it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.21it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.86it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.43it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.12it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.76it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.47it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.87it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.60it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.54it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.29it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 472.12it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 417.47it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 404.28it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 431.67it/s]


Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.59it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.24it/s]
Epoch 27:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 28:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 28:   8%|โ–Š         | 1/13 [00:00<00:00, 105.06it/s]
Epoch 28:   8%|โ–Š         | 1/13 [00:00<00:00, 102.13it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.85it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.23it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.22it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.21it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.96it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.13it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.80it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.12it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.87it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.33it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.98it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.53it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.32it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.92it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.49it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.13it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.78it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.46it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.93it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.64it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 108.03it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.73it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.75it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.50it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 472.54it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 422.69it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 407.35it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 433.68it/s]


Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.50it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.15it/s]
Epoch 28:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 29:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 29:   8%|โ–Š         | 1/13 [00:00<00:00, 105.84it/s]
Epoch 29:   8%|โ–Š         | 1/13 [00:00<00:00, 102.81it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.70it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.16it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.74it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.67it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.92it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.01it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.16it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.50it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.28it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.74it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.02it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.52it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.67it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.24it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.49it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.11it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.67it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.34it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.52it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.21it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.42it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.15it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.11it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.86it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 463.97it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 411.63it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 401.77it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.76it/s]


Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.35it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.02it/s]
Epoch 29:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 30:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 30:   8%|โ–Š         | 1/13 [00:00<00:00, 106.55it/s]
Epoch 30:   8%|โ–Š         | 1/13 [00:00<00:00, 103.26it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.06it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.36it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.54it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.43it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.70it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.85it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.45it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.77it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.60it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.06it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.99it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.54it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.42it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.04it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.44it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.10it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.53it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.21it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.54it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.26it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.68it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.42it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.61it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.38it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 470.32it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 417.95it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 402.94it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 430.51it/s]


Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.97it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.63it/s]
Epoch 30:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 31:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 31:   8%|โ–Š         | 1/13 [00:00<00:00, 104.38it/s]
Epoch 31:   8%|โ–Š         | 1/13 [00:00<00:00, 101.21it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.16it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.62it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.38it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.36it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.21it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.43it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.48it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.85it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.86it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.31it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.85it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.37it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.85it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.43it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.61it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.25it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.82it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.49it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.96it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.66it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.90it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.63it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.67it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.41it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 458.95it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 410.46it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 398.24it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 425.96it/s]


Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.54it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.15it/s]
Epoch 31:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 32:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 32:   8%|โ–Š         | 1/13 [00:00<00:00, 101.62it/s]
Epoch 32:   8%|โ–Š         | 1/13 [00:00<00:00, 98.46it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.40it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.83it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.13it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.10it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.84it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.97it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.97it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.34it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.17it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.65it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.41it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.97it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.04it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.66it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.40it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.87it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.68it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.39it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.06it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.78it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.26it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.99it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.12it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.88it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 455.16it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 345.84it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 357.77it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 388.27it/s]


Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.73it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.39it/s]
Epoch 32:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 33:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 33:   8%|โ–Š         | 1/13 [00:00<00:00, 95.49it/s]
Epoch 33:   8%|โ–Š         | 1/13 [00:00<00:00, 92.70it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 96.27it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 94.71it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 97.92it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 96.92it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.27it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 98.51it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.00it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.38it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.55it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.03it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.12it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.65it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.77it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.39it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.47it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.14it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.96it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.63it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.36it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.07it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.52it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.25it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.98it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.71it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 453.73it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 409.32it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 384.69it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 412.49it/s]


Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.13it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.80it/s]
Epoch 33:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 34:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 34:   8%|โ–Š         | 1/13 [00:00<00:00, 105.70it/s]
Epoch 34:   8%|โ–Š         | 1/13 [00:00<00:00, 102.72it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.13it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.59it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.22it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.18it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.26it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.46it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.72it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.09it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.10it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.58it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.98it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.51it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.99it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.59it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.94it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.58it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.21it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.88it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.38it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.09it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.62it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.35it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.05it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.79it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 420.52it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 391.31it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 376.24it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 405.04it/s]


Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.37it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.01it/s]
Epoch 34:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 35:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 35:   8%|โ–Š         | 1/13 [00:00<00:00, 102.99it/s]
Epoch 35:   8%|โ–Š         | 1/13 [00:00<00:00, 100.12it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.71it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.95it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.38it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.32it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.50it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.71it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.03it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.34it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.48it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.95it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.02it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.57it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.39it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.97it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.70it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.35it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.99it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.67it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.20it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.90it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.87it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.58it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.08it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.81it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 449.21it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 396.36it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 388.73it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 417.21it/s]


Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.71it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.36it/s]
Epoch 35:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 36:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 36:   8%|โ–Š         | 1/13 [00:00<00:00, 103.37it/s]
Epoch 36:   8%|โ–Š         | 1/13 [00:00<00:00, 100.43it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.57it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.08it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.47it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.46it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.21it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.38it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.74it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.08it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.95it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.41it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.03it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.55it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.16it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.68it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.67it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.27it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.06it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.67it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.74it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.43it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.85it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.59it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.72it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.46it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 467.54it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 417.86it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 403.62it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 430.90it/s]


Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.07it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.73it/s]
Epoch 36:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 37:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 37:   8%|โ–Š         | 1/13 [00:00<00:00, 99.55it/s]
Epoch 37:   8%|โ–Š         | 1/13 [00:00<00:00, 97.02it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.35it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.74it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.44it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.45it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.92it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.10it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.04it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.40it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.02it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.43it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.75it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.28it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.56it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.12it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.80it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.43it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.63it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.31it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.72it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.43it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.91it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.66it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.55it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.30it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 411.05it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 389.12it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 385.81it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 404.17it/s]


Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.62it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.29it/s]
Epoch 37:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 38:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 38:   8%|โ–Š         | 1/13 [00:00<00:00, 106.83it/s]
Epoch 38:   8%|โ–Š         | 1/13 [00:00<00:00, 103.75it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.39it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.59it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.17it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.09it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.75it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.96it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.56it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.87it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.44it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.89it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.59it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.12it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.44it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.02it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.49it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.12it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.50it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.14it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.64it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.34it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.74it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.47it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.51it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.26it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 472.97it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 419.81it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 404.61it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 425.19it/s]


Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.38it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.02it/s]
Epoch 38:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 39:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 39:   8%|โ–Š         | 1/13 [00:00<00:00, 107.89it/s]
Epoch 39:   8%|โ–Š         | 1/13 [00:00<00:00, 104.70it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.11it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.34it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.20it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.06it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.29it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.47it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.56it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.92it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.97it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.44it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.22it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.73it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.03it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.56it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.77it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.35it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.37it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.02it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.26it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.95it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.21it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.94it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.12it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.88it/s]

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

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

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

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

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 415.90it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 401.73it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 429.63it/s]


Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.70it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.35it/s]
Epoch 39:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 40:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 40:   8%|โ–Š         | 1/13 [00:00<00:00, 109.15it/s]
Epoch 40:   8%|โ–Š         | 1/13 [00:00<00:00, 105.93it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.79it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.15it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.26it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.04it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.75it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.87it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.44it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.77it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.09it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.50it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.72it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.20it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.73it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.32it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.68it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.31it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.58it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.24it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.71it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.41it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.96it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.69it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.78it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.52it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 448.49it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 404.15it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 393.62it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 421.51it/s]


Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.71it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.37it/s]
Epoch 40:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 41:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 41:   8%|โ–Š         | 1/13 [00:00<00:00, 103.31it/s]
Epoch 41:   8%|โ–Š         | 1/13 [00:00<00:00, 100.35it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.07it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.58it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.27it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.22it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.83it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.99it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.93it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.28it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.10it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.56it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.05it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.53it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.07it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.67it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.40it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.04it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.09it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.76it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.09it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.79it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.03it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.74it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.84it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.59it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 459.90it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 410.14it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 397.19it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 423.03it/s]


Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.90it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.56it/s]
Epoch 41:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 42:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 42:   8%|โ–Š         | 1/13 [00:00<00:00, 105.90it/s]
Epoch 42:   8%|โ–Š         | 1/13 [00:00<00:00, 102.86it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.58it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.96it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.11it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.06it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.73it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.94it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.85it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.23it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.39it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.86it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.16it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.63it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.84it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.41it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.56it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.18it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.14it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.81it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.71it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.37it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.24it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.94it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.85it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.59it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 448.92it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 397.62it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 389.08it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 417.92it/s]


Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.89it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.55it/s]
Epoch 42:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 43:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 43:   8%|โ–Š         | 1/13 [00:00<00:00, 98.75it/s]
Epoch 43:   8%|โ–Š         | 1/13 [00:00<00:00, 95.66it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 97.16it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 95.61it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 97.82it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 96.77it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 98.68it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 97.90it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.59it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 98.97it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.31it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.77it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.85it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.39it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.06it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.66it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.53it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.18it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.89it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.57it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.16it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.86it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.44it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.17it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.11it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.85it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 447.11it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 395.91it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 384.32it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 413.41it/s]


Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.34it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.01it/s]
Epoch 43:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 44:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 44:   8%|โ–Š         | 1/13 [00:00<00:00, 100.61it/s]
Epoch 44:   8%|โ–Š         | 1/13 [00:00<00:00, 97.68it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.10it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.52it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.29it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.28it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.53it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.77it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.01it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.37it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.42it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.84it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.91it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.47it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.30it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.91it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.62it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.26it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.75it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.43it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.33it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.95it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.07it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.73it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.02it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.71it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 432.80it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 386.93it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 378.63it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 404.71it/s]


Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.63it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.20it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.83it/s]

Validation: |          | 0/? [00:00<?, ?it/s]
Validation:   0%|          | 0/4 [00:00<?, ?it/s]
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]
Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 368.60it/s]
Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 379.13it/s]
Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 383.60it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 418.10it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 392.29it/s]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        val_loss           0.020224211737513542
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 0:   8%|โ–Š         | 1/13 [00:00<00:00, 75.68it/s]
Epoch 0:   8%|โ–Š         | 1/13 [00:00<00:00, 73.81it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 83.14it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 82.10it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 86.45it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 85.68it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 88.09it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 87.45it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 89.43it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 88.95it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 90.85it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 90.45it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 91.99it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 91.64it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 92.32it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 92.00it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 93.03it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 92.76it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 93.62it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 93.36it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 93.70it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 93.44it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 93.86it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 93.64it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.66it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.44it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 331.72it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 346.57it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 356.63it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 388.15it/s]


Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 86.09it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 85.82it/s]
Epoch 0:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 1:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 1:   8%|โ–Š         | 1/13 [00:00<00:00, 98.23it/s]
Epoch 1:   8%|โ–Š         | 1/13 [00:00<00:00, 95.57it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.61it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 97.23it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 97.69it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 96.70it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 97.10it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 96.36it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 97.52it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 96.96it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 97.77it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 97.27it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 97.73it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 97.32it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 97.25it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 96.90it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 97.45it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 97.13it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 97.69it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 97.41it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 98.06it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 97.81it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 98.02it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 97.69it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.04it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.83it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 423.80it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 397.28it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 390.54it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 420.28it/s]


Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.29it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 88.97it/s]
Epoch 1:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 2:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 2:   8%|โ–Š         | 1/13 [00:00<00:00, 100.10it/s]
Epoch 2:   8%|โ–Š         | 1/13 [00:00<00:00, 97.38it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.45it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 99.04it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.92it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 99.95it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.16it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.44it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.24it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.66it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.46it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.92it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.94it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.49it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.55it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.17it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.37it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.03it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.29it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 99.96it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 99.60it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 99.32it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 99.18it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 98.93it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.75it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.52it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 469.63it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 413.52it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 401.84it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 426.26it/s]


Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.86it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.54it/s]
Epoch 2:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 3:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 3:   8%|โ–Š         | 1/13 [00:00<00:00, 102.75it/s]
Epoch 3:   8%|โ–Š         | 1/13 [00:00<00:00, 99.92it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.78it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.35it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.05it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.08it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.77it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.88it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.28it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.69it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.75it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.22it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.08it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.67it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.40it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.03it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.16it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.81it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.57it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.26it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.28it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.99it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.83it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.55it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.46it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.23it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 463.66it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 407.83it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 395.65it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 422.64it/s]


Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.24it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.93it/s]
Epoch 3:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 4:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 4:   8%|โ–Š         | 1/13 [00:00<00:00, 102.29it/s]
Epoch 4:   8%|โ–Š         | 1/13 [00:00<00:00, 99.50it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.10it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.58it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.37it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.28it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.45it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.72it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.85it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.26it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.17it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.67it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.32it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.88it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.36it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.96it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.14it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.79it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.49it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.15it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.00it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.70it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.78it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.47it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.25it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.01it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 461.37it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 385.56it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 385.13it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 413.64it/s]


Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.62it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.30it/s]
Epoch 4:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 5:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 5:   8%|โ–Š         | 1/13 [00:00<00:00, 100.85it/s]
Epoch 5:   8%|โ–Š         | 1/13 [00:00<00:00, 97.96it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.47it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.02it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.96it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.97it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.96it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.19it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.12it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.49it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.35it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.86it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.50it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.03it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.86it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.47it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.89it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.55it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.99it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.68it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.08it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.81it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.50it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.24it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.92it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.68it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 467.02it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 410.28it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 397.85it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 426.59it/s]


Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.61it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.29it/s]
Epoch 5:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 6:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 6:   8%|โ–Š         | 1/13 [00:00<00:00, 100.26it/s]
Epoch 6:   8%|โ–Š         | 1/13 [00:00<00:00, 97.87it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.58it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.03it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.64it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 99.55it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.45it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.61it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.03it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.16it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.28it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 98.81it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 99.08it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 98.66it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 99.23it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 98.87it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 99.23it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.91it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 99.47it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 99.10it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 99.70it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 99.45it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.00it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 99.74it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.84it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.62it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 472.44it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 416.35it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 405.53it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 430.72it/s]


Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.90it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.60it/s]
Epoch 6:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 7:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 7:   8%|โ–Š         | 1/13 [00:00<00:00, 104.29it/s]
Epoch 7:   8%|โ–Š         | 1/13 [00:00<00:00, 101.02it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.92it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.40it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.70it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.68it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.90it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.08it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.32it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.72it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.47it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.92it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.55it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.10it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.48it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.09it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.53it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.19it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.24it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.93it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.36it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.06it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.19it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.91it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.62it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.37it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 477.33it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 415.28it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 402.60it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 430.53it/s]


Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.96it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.63it/s]
Epoch 7:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 8:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 8:   8%|โ–Š         | 1/13 [00:00<00:00, 102.93it/s]
Epoch 8:   8%|โ–Š         | 1/13 [00:00<00:00, 100.03it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.14it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.59it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.86it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.77it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.80it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.99it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.36it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.72it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.26it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.74it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.79it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.31it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.41it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.02it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.40it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.06it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.71it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.41it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.80it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.53it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.06it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.81it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.90it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.67it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 483.33it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 420.80it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 405.47it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 432.22it/s]


Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.62it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.29it/s]
Epoch 8:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 9:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 9:   8%|โ–Š         | 1/13 [00:00<00:00, 103.78it/s]
Epoch 9:   8%|โ–Š         | 1/13 [00:00<00:00, 100.92it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.51it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.04it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.65it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.65it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.82it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.03it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.80it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.13it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.84it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.32it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.90it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.46it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.97it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.58it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.08it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.74it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.92it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.54it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.96it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.65it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.66it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.33it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.27it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.02it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 461.98it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 406.66it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 398.77it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 424.80it/s]


Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.58it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.25it/s]
Epoch 9:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 10:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 10:   8%|โ–Š         | 1/13 [00:00<00:00, 99.71it/s]
Epoch 10:   8%|โ–Š         | 1/13 [00:00<00:00, 96.89it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 82.74it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 81.59it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 87.66it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 86.92it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 91.13it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 90.54it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 93.44it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 92.95it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 95.05it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 94.61it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 96.19it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 95.81it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 97.25it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 96.93it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.22it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 97.92it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 99.05it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.75it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 99.51it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 99.26it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 99.77it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 99.54it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.81it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.58it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 475.54it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 424.72it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 408.64it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 436.08it/s]


Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.95it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.61it/s]
Epoch 10:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 11:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 11:   8%|โ–Š         | 1/13 [00:00<00:00, 102.00it/s]
Epoch 11:   8%|โ–Š         | 1/13 [00:00<00:00, 98.82it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 99.65it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.14it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.31it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 99.31it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.08it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.33it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.90it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.32it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.12it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.63it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.93it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.52it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.53it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.17it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.83it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.49it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.24it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.94it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.58it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.31it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.79it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.54it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.62it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.38it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 464.28it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 410.82it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 402.18it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.95it/s]


Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.97it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.64it/s]
Epoch 11:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 12:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 12:   8%|โ–Š         | 1/13 [00:00<00:00, 102.47it/s]
Epoch 12:   8%|โ–Š         | 1/13 [00:00<00:00, 99.51it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.47it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.92it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.19it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.18it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.78it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.03it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.39it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.76it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.96it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.38it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.88it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.40it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.30it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 99.89it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 100.22it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 99.86it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.16it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 99.84it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.12it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 99.83it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.26it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.00it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.68it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.41it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 440.95it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 395.04it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 385.51it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 413.31it/s]


Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.37it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 91.06it/s]
Epoch 12:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 13:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 13:   8%|โ–Š         | 1/13 [00:00<00:00, 100.99it/s]
Epoch 13:   8%|โ–Š         | 1/13 [00:00<00:00, 97.86it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.58it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.06it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.57it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.59it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.82it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.06it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.20it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.59it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.60it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.06it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.39it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.87it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.34it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.89it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.50it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.13it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.37it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.02it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.37it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.08it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.01it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.75it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.52it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.27it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 455.41it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 405.01it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 397.56it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 423.75it/s]


Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.12it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.80it/s]
Epoch 13:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 14:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 14:   8%|โ–Š         | 1/13 [00:00<00:00, 101.63it/s]
Epoch 14:   8%|โ–Š         | 1/13 [00:00<00:00, 98.84it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 99.39it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 97.97it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.36it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 99.41it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.44it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.71it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.14it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.52it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.49it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.99it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.80it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.35it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.86it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.48it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.22it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.89it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.23it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.89it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.83it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.55it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.04it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.78it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.69it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.43it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 463.51it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 415.75it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 401.52it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 428.85it/s]


Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.18it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.85it/s]
Epoch 14:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 15:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 15:   8%|โ–Š         | 1/13 [00:00<00:00, 99.85it/s]
Epoch 15:   8%|โ–Š         | 1/13 [00:00<00:00, 96.97it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.98it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.57it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.65it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.67it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.33it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.51it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.75it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.15it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.97it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.42it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.23it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.75it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.15it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.75it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.21it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.82it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.93it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.62it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.03it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.73it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.47it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.21it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.85it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.58it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 457.00it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 402.76it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 393.57it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 421.93it/s]


Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.12it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.77it/s]
Epoch 15:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 16:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 16:   8%|โ–Š         | 1/13 [00:00<00:00, 102.84it/s]
Epoch 16:   8%|โ–Š         | 1/13 [00:00<00:00, 99.30it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 97.09it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 95.79it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 98.18it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 97.24it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.40it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 98.64it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.58it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.00it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.13it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 99.65it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.95it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.54it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.69it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.33it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.98it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.63it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.17it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.80it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.85it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.55it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.80it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.48it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.23it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.88it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 337.19it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 304.20it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 317.01it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 350.66it/s]


Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.55it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.24it/s]
Epoch 16:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 17:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 17:   8%|โ–Š         | 1/13 [00:00<00:00, 93.88it/s]
Epoch 17:   8%|โ–Š         | 1/13 [00:00<00:00, 91.42it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 94.38it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 92.85it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 92.74it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 91.45it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 91.13it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 90.39it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 92.10it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 91.54it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 92.90it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 92.40it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 93.94it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 93.55it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 95.03it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 94.65it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 95.78it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 95.47it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 96.76it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 96.50it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 97.51it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 97.26it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 98.12it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 97.89it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.94it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.72it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 478.47it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 396.61it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 390.88it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 420.70it/s]


Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.00it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.69it/s]
Epoch 17:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 18:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 18:   8%|โ–Š         | 1/13 [00:00<00:00, 107.71it/s]
Epoch 18:   8%|โ–Š         | 1/13 [00:00<00:00, 104.66it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.60it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.04it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.01it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.92it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.14it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.32it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.90it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.22it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.75it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.22it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.88it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.42it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.94it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.49it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.88it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.54it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.11it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.80it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.03it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.73it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.06it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.80it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.27it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.01it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 462.54it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 406.70it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 394.57it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 422.12it/s]


Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.17it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.81it/s]
Epoch 18:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 19:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 19:   8%|โ–Š         | 1/13 [00:00<00:00, 102.95it/s]
Epoch 19:   8%|โ–Š         | 1/13 [00:00<00:00, 100.06it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.34it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.70it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.04it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.99it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.50it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.70it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.12it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.51it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.62it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.11it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.97it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.49it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.76it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.35it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.54it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.16it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.41it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.09it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.38it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.09it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.39it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.12it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.20it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.96it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 475.71it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 417.18it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 406.25it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 431.81it/s]


Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.67it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.35it/s]
Epoch 19:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 20:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 20:   8%|โ–Š         | 1/13 [00:00<00:00, 102.33it/s]
Epoch 20:   8%|โ–Š         | 1/13 [00:00<00:00, 99.50it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.52it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.05it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.41it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.32it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.32it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.50it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.67it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.94it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.18it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.66it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.23it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 100.76it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 100.46it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 99.97it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.71it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.36it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.53it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.22it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 98.32it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 98.04it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 97.76it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 97.48it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.50it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.23it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 382.55it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 363.06it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 366.96it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 394.35it/s]


Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 88.38it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 88.08it/s]
Epoch 20:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 21:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 21:   8%|โ–Š         | 1/13 [00:00<00:00, 93.26it/s]
Epoch 21:   8%|โ–Š         | 1/13 [00:00<00:00, 90.83it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 97.45it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 96.09it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 99.82it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 98.90it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.21it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.50it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.31it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.68it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.81it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.32it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.18it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.75it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.45it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.06it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.59it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.25it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.85it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.55it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.08it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.80it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.33it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.07it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.18it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.94it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 473.34it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 418.34it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 405.03it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 432.18it/s]


Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.31it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.97it/s]
Epoch 21:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 22:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 22:   8%|โ–Š         | 1/13 [00:00<00:00, 106.47it/s]
Epoch 22:   8%|โ–Š         | 1/13 [00:00<00:00, 103.16it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.21it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.54it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.12it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.06it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.86it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.10it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.25it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.65it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.93it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.42it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.27it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.83it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.39it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.01it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.72it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.37it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.93it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.60it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.01it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.72it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.93it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.66it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.50it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.23it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 459.90it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 411.69it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 400.09it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 428.45it/s]


Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.61it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.27it/s]
Epoch 22:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 23:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 23:   8%|โ–Š         | 1/13 [00:00<00:00, 103.89it/s]
Epoch 23:   8%|โ–Š         | 1/13 [00:00<00:00, 101.00it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.58it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.05it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.19it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.13it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.25it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.48it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.48it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.86it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.89it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.37it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.07it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.62it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.99it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.59it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.15it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.80it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.23it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.92it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.31it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.03it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.43it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.16it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.94it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.69it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 473.29it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 416.08it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 402.90it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 430.91it/s]


Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.91it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.55it/s]
Epoch 23:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 24:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 24:   8%|โ–Š         | 1/13 [00:00<00:00, 107.24it/s]
Epoch 24:   8%|โ–Š         | 1/13 [00:00<00:00, 104.21it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.40it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.86it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.90it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.86it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.19it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.41it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.13it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.46it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.70it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.14it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.82it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.37it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.88it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.44it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.76it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.41it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.85it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.53it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.84it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.55it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.86it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.59it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.59it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.35it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 479.29it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 420.38it/s]

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

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 434.43it/s]


Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.73it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.39it/s]
Epoch 24:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 25:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 25:   8%|โ–Š         | 1/13 [00:00<00:00, 108.29it/s]
Epoch 25:   8%|โ–Š         | 1/13 [00:00<00:00, 105.17it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.70it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.15it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.46it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.40it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.80it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.02it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.11it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.48it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.16it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.63it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.05it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.56it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.11it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.72it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.81it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.45it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.90it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.59it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.78it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.48it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.84it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.57it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.55it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.31it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 480.34it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 420.06it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 407.73it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 433.61it/s]


Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.65it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.31it/s]
Epoch 25:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 26:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 26:   8%|โ–Š         | 1/13 [00:00<00:00, 107.84it/s]
Epoch 26:   8%|โ–Š         | 1/13 [00:00<00:00, 104.77it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.19it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.59it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.77it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.72it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.94it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 107.13it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 108.01it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.36it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.73it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.15it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.07it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.57it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.73it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.35it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.56it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.17it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.24it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.90it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.92it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.62it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.72it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.44it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.11it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.85it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 465.72it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 404.88it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 389.66it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 418.50it/s]


Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.95it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.61it/s]
Epoch 26:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 27:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 27:   8%|โ–Š         | 1/13 [00:00<00:00, 104.54it/s]
Epoch 27:   8%|โ–Š         | 1/13 [00:00<00:00, 101.59it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.99it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.46it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.65it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.48it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.02it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.25it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.57it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.93it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.83it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.28it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.45it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.96it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.56it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.11it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.12it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.74it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.14it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.82it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.96it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.68it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.13it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.87it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.96it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.72it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 478.36it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 417.88it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 406.12it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 433.07it/s]


Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.15it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.81it/s]
Epoch 27:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 28:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 28:   8%|โ–Š         | 1/13 [00:00<00:00, 97.76it/s]
Epoch 28:   8%|โ–Š         | 1/13 [00:00<00:00, 95.09it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.72it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.30it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.61it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.66it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.46it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.74it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.59it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.01it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.41it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.91it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.71it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.27it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.62it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.21it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.31it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.94it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.54it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.24it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.94it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.67it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.91it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.65it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.53it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.27it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 452.02it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 398.57it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 391.30it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 417.56it/s]


Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.83it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.50it/s]
Epoch 28:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 29:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 29:   8%|โ–Š         | 1/13 [00:00<00:00, 100.72it/s]
Epoch 29:   8%|โ–Š         | 1/13 [00:00<00:00, 97.89it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 99.50it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.08it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.20it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.24it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.20it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.45it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.95it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.32it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.58it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.08it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.66it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.19it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.65it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.26it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.93it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.59it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.28it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.98it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.47it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.19it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.54it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.28it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.32it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.09it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 481.50it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 419.66it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 404.52it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 432.64it/s]


Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.62it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.29it/s]
Epoch 29:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 30:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 30:   8%|โ–Š         | 1/13 [00:00<00:00, 106.20it/s]
Epoch 30:   8%|โ–Š         | 1/13 [00:00<00:00, 103.11it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.30it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.70it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.60it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.51it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.87it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.05it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.71it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.08it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 103.23it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.71it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 103.38it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.92it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.08it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.54it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.54it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.21it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.97it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.67it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.24it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.94it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.10it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.83it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.65it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.40it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 459.15it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 408.13it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 397.15it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 424.94it/s]


Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.21it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.87it/s]
Epoch 30:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 31:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 31:   8%|โ–Š         | 1/13 [00:00<00:00, 101.55it/s]
Epoch 31:   8%|โ–Š         | 1/13 [00:00<00:00, 98.72it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.66it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.07it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.57it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.49it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.53it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.67it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.06it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.41it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.43it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.89it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.79it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.35it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.59it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.22it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.10it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.76it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.49it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.19it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.95it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.68it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.23it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.98it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.12it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.89it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 472.38it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 412.68it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 402.31it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.85it/s]


Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.58it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.26it/s]
Epoch 31:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 32:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 32:   8%|โ–Š         | 1/13 [00:00<00:00, 106.14it/s]
Epoch 32:   8%|โ–Š         | 1/13 [00:00<00:00, 103.17it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.32it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.84it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.02it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.99it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.89it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.13it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.62it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.00it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.22it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.70it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.85it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.39it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.50it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.09it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.16it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.79it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.93it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.60it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.01it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.70it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.07it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.80it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.41it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.13it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 453.14it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 401.10it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 391.52it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 420.72it/s]


Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.38it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.04it/s]
Epoch 32:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 33:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 33:   8%|โ–Š         | 1/13 [00:00<00:00, 102.11it/s]
Epoch 33:   8%|โ–Š         | 1/13 [00:00<00:00, 99.27it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.19it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.58it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.59it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.49it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.32it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 100.46it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.58it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 100.98it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.36it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 100.85it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.74it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.31it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.25it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.87it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.79it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.46it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.56it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.22it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.26it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.94it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.98it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 101.69it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.45it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.20it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 460.81it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 408.22it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 397.06it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 425.71it/s]


Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.02it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.69it/s]
Epoch 33:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 34:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 34:   8%|โ–Š         | 1/13 [00:00<00:00, 106.18it/s]
Epoch 34:   8%|โ–Š         | 1/13 [00:00<00:00, 103.13it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.75it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.93it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.42it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.35it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.54it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.75it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.65it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.00it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.84it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.31it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.97it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.46it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.43it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.03it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.76it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.36it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.18it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 102.84it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.13it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 102.82it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.58it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.30it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.89it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.65it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 467.49it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 414.74it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 400.25it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 428.33it/s]


Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.47it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.13it/s]
Epoch 34:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 35:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 35:   8%|โ–Š         | 1/13 [00:00<00:00, 89.27it/s]
Epoch 35:   8%|โ–Š         | 1/13 [00:00<00:00, 86.43it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 89.04it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 87.59it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 89.97it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 89.03it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 89.96it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 89.19it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 87.85it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 87.22it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 87.24it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 86.79it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 88.60it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 88.21it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 90.21it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 89.91it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 91.68it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 91.41it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 92.84it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 92.58it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 93.67it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 93.43it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 94.44it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 94.20it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.72it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.52it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 469.16it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 415.03it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 398.94it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 423.93it/s]


Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 87.53it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 87.25it/s]
Epoch 35:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 36:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 36:   8%|โ–Š         | 1/13 [00:00<00:00, 106.18it/s]
Epoch 36:   8%|โ–Š         | 1/13 [00:00<00:00, 102.97it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.60it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 99.41it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 97.50it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 96.44it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 98.04it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 97.26it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 98.81it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 98.21it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 97.92it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 97.31it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 96.81it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 96.32it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 95.99it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 95.57it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 96.13it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 95.74it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 96.73it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 96.45it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 97.50it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 97.25it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 98.18it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 97.94it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.25it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 99.03it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 473.72it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 414.27it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 404.15it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 429.61it/s]


Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.55it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.24it/s]
Epoch 36:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 37:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 37:   8%|โ–Š         | 1/13 [00:00<00:00, 102.31it/s]
Epoch 37:   8%|โ–Š         | 1/13 [00:00<00:00, 99.33it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.06it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.49it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.01it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.85it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.62it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 101.81it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.45it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 101.77it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.32it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.78it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.34it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.90it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.66it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.27it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.02it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 102.68it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.47it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.15it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.83it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.55it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.16it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 103.90it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.04it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.80it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 474.68it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 419.89it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 405.38it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 431.86it/s]


Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.34it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.01it/s]
Epoch 37:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 38:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 38:   8%|โ–Š         | 1/13 [00:00<00:00, 109.72it/s]
Epoch 38:   8%|โ–Š         | 1/13 [00:00<00:00, 106.54it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.70it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.95it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 106.67it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.54it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.18it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.37it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.08it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.42it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.82it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.28it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.02it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.56it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.99it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.57it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.93it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.58it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.17it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.85it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.30it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.00it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.17it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.90it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.86it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.61it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 480.39it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 405.33it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 432.28it/s]


Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.89it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.54it/s]
Epoch 38:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 39:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 39:   8%|โ–Š         | 1/13 [00:00<00:00, 104.62it/s]
Epoch 39:   8%|โ–Š         | 1/13 [00:00<00:00, 101.45it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.67it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.02it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.22it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.20it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.68it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.88it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.99it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.35it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.60it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.04it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.62it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.16it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.14it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 103.74it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.35it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.01it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.72it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.41it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.96it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.67it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.21it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.95it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.11it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.87it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 453.98it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 407.51it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 398.46it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 426.15it/s]


Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.17it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.83it/s]
Epoch 39:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 40:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 40:   8%|โ–Š         | 1/13 [00:00<00:00, 101.57it/s]
Epoch 40:   8%|โ–Š         | 1/13 [00:00<00:00, 98.78it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.10it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.65it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.85it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.77it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.58it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.81it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.19it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.57it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.72it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.18it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.85it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.41it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.89it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.46it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.43it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.04it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.49it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.17it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.63it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.33it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.71it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.42it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.39it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.14it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 466.97it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 417.49it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 404.34it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 429.76it/s]


Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.32it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.97it/s]
Epoch 40:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 41:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 41:   8%|โ–Š         | 1/13 [00:00<00:00, 105.52it/s]
Epoch 41:   8%|โ–Š         | 1/13 [00:00<00:00, 102.36it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.72it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.18it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.41it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.37it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.21it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.29it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.10it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.47it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.49it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.97it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.70it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.24it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.92it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.52it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.10it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.75it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.08it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.74it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.74it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.43it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.64it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.35it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.27it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.02it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 467.70it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 413.78it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 402.61it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 429.22it/s]


Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.34it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.00it/s]
Epoch 41:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 42:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 42:   8%|โ–Š         | 1/13 [00:00<00:00, 106.74it/s]
Epoch 42:   8%|โ–Š         | 1/13 [00:00<00:00, 103.69it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.83it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.28it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.07it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.96it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.29it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.47it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.26it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.61it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.11it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.56it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.32it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.85it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.38it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.97it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.89it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.51it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.22it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.90it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.44it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.16it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.53it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.25it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.63it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 104.26it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 453.14it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 386.61it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 382.82it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 413.53it/s]


Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.54it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.20it/s]
Epoch 42:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 43:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 43:   8%|โ–Š         | 1/13 [00:00<00:00, 106.33it/s]
Epoch 43:   8%|โ–Š         | 1/13 [00:00<00:00, 103.33it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.85it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.31it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 107.03it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.98it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.87it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 106.05it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 107.07it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.44it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 107.30it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.77it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.49it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 107.03it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 107.05it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.65it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 107.13it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.78it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.32it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 107.00it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.44it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 107.15it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.44it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 107.13it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 108.11it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 107.87it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 474.68it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 422.79it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 402.63it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 426.72it/s]


Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.88it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.53it/s]
Epoch 43:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 44:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 44:   8%|โ–Š         | 1/13 [00:00<00:00, 101.47it/s]
Epoch 44:   8%|โ–Š         | 1/13 [00:00<00:00, 98.35it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.29it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.83it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 103.99it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.94it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.19it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.42it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 104.58it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 103.96it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.96it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.44it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.30it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.86it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.60it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.21it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.90it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.55it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.48it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.13it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.37it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.07it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.54it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.27it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.27it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.03it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 468.06it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 416.49it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 368.85it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 393.94it/s]


Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.79it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.46it/s]
Epoch 44:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 45:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 45:   8%|โ–Š         | 1/13 [00:00<00:00, 100.83it/s]
Epoch 45:   8%|โ–Š         | 1/13 [00:00<00:00, 98.11it/s]
Epoch 45:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.41it/s]
Epoch 45:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.92it/s]
Epoch 45:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.20it/s]
Epoch 45:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.17it/s]
Epoch 45:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.74it/s]
Epoch 45:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.97it/s]
Epoch 45:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.87it/s]
Epoch 45:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.24it/s]
Epoch 45:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.11it/s]
Epoch 45:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.59it/s]
Epoch 45:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.33it/s]
Epoch 45:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.88it/s]
Epoch 45:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.45it/s]
Epoch 45:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.05it/s]
Epoch 45:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.65it/s]
Epoch 45:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.30it/s]
Epoch 45:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.70it/s]
Epoch 45:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 106.38it/s]
Epoch 45:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.62it/s]
Epoch 45:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 106.31it/s]
Epoch 45:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.41it/s]
Epoch 45:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 106.13it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.66it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 106.41it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 466.86it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 414.52it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 399.90it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 425.34it/s]


Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.42it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.06it/s]
Epoch 45:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 46:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 46:   8%|โ–Š         | 1/13 [00:00<00:00, 101.15it/s]
Epoch 46:   8%|โ–Š         | 1/13 [00:00<00:00, 98.40it/s]
Epoch 46:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.18it/s]
Epoch 46:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.72it/s]
Epoch 46:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.19it/s]
Epoch 46:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.18it/s]
Epoch 46:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.90it/s]
Epoch 46:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.13it/s]
Epoch 46:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 106.20it/s]
Epoch 46:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.58it/s]
Epoch 46:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 106.28it/s]
Epoch 46:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.76it/s]
Epoch 46:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 106.22it/s]
Epoch 46:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.77it/s]
Epoch 46:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.47it/s]
Epoch 46:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 106.07it/s]
Epoch 46:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 106.18it/s]
Epoch 46:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 105.83it/s]
Epoch 46:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.58it/s]
Epoch 46:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 105.22it/s]
Epoch 46:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.64it/s]
Epoch 46:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 105.36it/s]
Epoch 46:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.45it/s]
Epoch 46:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 105.18it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.94it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.59it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 471.11it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 413.84it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 389.50it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 417.98it/s]


Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.72it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.39it/s]
Epoch 46:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 47:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 47:   8%|โ–Š         | 1/13 [00:00<00:00, 103.85it/s]
Epoch 47:   8%|โ–Š         | 1/13 [00:00<00:00, 100.95it/s]
Epoch 47:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.35it/s]
Epoch 47:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.85it/s]
Epoch 47:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.88it/s]
Epoch 47:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.78it/s]
Epoch 47:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.75it/s]
Epoch 47:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 104.95it/s]
Epoch 47:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.67it/s]
Epoch 47:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.05it/s]
Epoch 47:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.74it/s]
Epoch 47:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.15it/s]
Epoch 47:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.62it/s]
Epoch 47:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 105.18it/s]
Epoch 47:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 105.34it/s]
Epoch 47:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.91it/s]
Epoch 47:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.74it/s]
Epoch 47:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.38it/s]
Epoch 47:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.76it/s]
Epoch 47:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 104.45it/s]
Epoch 47:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.77it/s]
Epoch 47:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 104.50it/s]
Epoch 47:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.77it/s]
Epoch 47:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 104.52it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.38it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 105.07it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 478.36it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 418.53it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 400.69it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 429.41it/s]


Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.41it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.07it/s]
Epoch 47:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 48:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 48:   8%|โ–Š         | 1/13 [00:00<00:00, 104.53it/s]
Epoch 48:   8%|โ–Š         | 1/13 [00:00<00:00, 101.64it/s]
Epoch 48:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.78it/s]
Epoch 48:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 103.15it/s]
Epoch 48:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.77it/s]
Epoch 48:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 100.64it/s]
Epoch 48:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 99.81it/s]
Epoch 48:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 98.99it/s]
Epoch 48:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 99.04it/s]
Epoch 48:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 98.40it/s]
Epoch 48:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 98.72it/s]
Epoch 48:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 98.21it/s]
Epoch 48:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 98.81it/s]
Epoch 48:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 98.39it/s]
Epoch 48:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 98.97it/s]
Epoch 48:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 98.60it/s]
Epoch 48:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.94it/s]
Epoch 48:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 98.61it/s]
Epoch 48:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.98it/s]
Epoch 48:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 98.69it/s]
Epoch 48:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 98.99it/s]
Epoch 48:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 98.72it/s]
Epoch 48:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 98.81it/s]
Epoch 48:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 98.52it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 98.20it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.94it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 425.47it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 384.53it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 379.86it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 400.05it/s]


Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.02it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 88.72it/s]
Epoch 48:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 49:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 49:   8%|โ–Š         | 1/13 [00:00<00:00, 89.60it/s]
Epoch 49:   8%|โ–Š         | 1/13 [00:00<00:00, 87.19it/s]
Epoch 49:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 88.08it/s]
Epoch 49:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 86.67it/s]
Epoch 49:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 87.05it/s]
Epoch 49:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 86.10it/s]
Epoch 49:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 84.58it/s]
Epoch 49:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 83.80it/s]
Epoch 49:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 83.63it/s]
Epoch 49:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 83.12it/s]
Epoch 49:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 84.41it/s]
Epoch 49:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 84.02it/s]
Epoch 49:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 84.72it/s]
Epoch 49:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 84.40it/s]
Epoch 49:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 85.41it/s]
Epoch 49:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 85.13it/s]
Epoch 49:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 85.89it/s]
Epoch 49:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 85.64it/s]
Epoch 49:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 86.35it/s]
Epoch 49:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 86.12it/s]
Epoch 49:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 86.37it/s]
Epoch 49:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 86.16it/s]
Epoch 49:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 86.38it/s]
Epoch 49:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 86.19it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 87.06it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 86.89it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 462.18it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 413.09it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 403.31it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 427.98it/s]


Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 80.26it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 80.03it/s]
Epoch 49:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 50:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 50:   8%|โ–Š         | 1/13 [00:00<00:00, 90.72it/s]
Epoch 50:   8%|โ–Š         | 1/13 [00:00<00:00, 88.51it/s]
Epoch 50:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 90.54it/s]
Epoch 50:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 89.36it/s]
Epoch 50:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 89.82it/s]
Epoch 50:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 89.00it/s]
Epoch 50:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 89.54it/s]
Epoch 50:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 88.98it/s]
Epoch 50:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 89.06it/s]
Epoch 50:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 88.62it/s]
Epoch 50:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 88.73it/s]
Epoch 50:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 88.36it/s]
Epoch 50:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 87.98it/s]
Epoch 50:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 87.62it/s]
Epoch 50:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 87.40it/s]
Epoch 50:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 87.12it/s]
Epoch 50:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 86.74it/s]
Epoch 50:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 86.45it/s]
Epoch 50:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 86.50it/s]
Epoch 50:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 86.29it/s]
Epoch 50:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 86.29it/s]
Epoch 50:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 86.10it/s]
Epoch 50:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 86.04it/s]
Epoch 50:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 85.87it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 86.14it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 85.97it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 463.82it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 411.55it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 402.54it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 428.90it/s]


Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 79.49it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 79.26it/s]
Epoch 50:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 51:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 51:   8%|โ–Š         | 1/13 [00:00<00:00, 82.27it/s]
Epoch 51:   8%|โ–Š         | 1/13 [00:00<00:00, 80.39it/s]
Epoch 51:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 81.17it/s]
Epoch 51:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 80.22it/s]
Epoch 51:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 80.93it/s]
Epoch 51:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 80.21it/s]
Epoch 51:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 80.47it/s]
Epoch 51:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 80.00it/s]
Epoch 51:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 80.37it/s]
Epoch 51:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 79.99it/s]
Epoch 51:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 80.23it/s]
Epoch 51:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 79.92it/s]
Epoch 51:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 79.93it/s]
Epoch 51:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 79.66it/s]
Epoch 51:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 79.72it/s]
Epoch 51:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 79.49it/s]
Epoch 51:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 79.51it/s]
Epoch 51:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 79.28it/s]
Epoch 51:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 79.16it/s]
Epoch 51:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 78.98it/s]
Epoch 51:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 78.60it/s]
Epoch 51:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 78.43it/s]
Epoch 51:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 78.36it/s]
Epoch 51:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 78.19it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 78.41it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 78.27it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 448.49it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 382.20it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 382.31it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 410.38it/s]


Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.52it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.31it/s]
Epoch 51:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 52:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 52:   8%|โ–Š         | 1/13 [00:00<00:00, 73.84it/s]
Epoch 52:   8%|โ–Š         | 1/13 [00:00<00:00, 72.33it/s]
Epoch 52:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 74.11it/s]
Epoch 52:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 73.34it/s]
Epoch 52:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 74.00it/s]
Epoch 52:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 73.42it/s]
Epoch 52:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 73.70it/s]
Epoch 52:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 73.31it/s]
Epoch 52:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 73.60it/s]
Epoch 52:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 73.29it/s]
Epoch 52:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 73.50it/s]
Epoch 52:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 73.23it/s]
Epoch 52:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 73.07it/s]
Epoch 52:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 72.82it/s]
Epoch 52:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 72.68it/s]
Epoch 52:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 72.48it/s]
Epoch 52:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 72.60it/s]
Epoch 52:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 72.43it/s]
Epoch 52:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 72.56it/s]
Epoch 52:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 72.41it/s]
Epoch 52:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 72.54it/s]
Epoch 52:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 72.40it/s]
Epoch 52:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 72.42it/s]
Epoch 52:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 72.30it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.64it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.52it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 480.39it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 421.03it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 407.44it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 432.83it/s]


Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 67.90it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 67.73it/s]
Epoch 52:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 53:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 53:   8%|โ–Š         | 1/13 [00:00<00:00, 70.23it/s]
Epoch 53:   8%|โ–Š         | 1/13 [00:00<00:00, 68.91it/s]
Epoch 53:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 70.71it/s]
Epoch 53:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 70.00it/s]
Epoch 53:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 70.34it/s]
Epoch 53:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 69.86it/s]
Epoch 53:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 70.14it/s]
Epoch 53:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 69.79it/s]
Epoch 53:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 69.79it/s]
Epoch 53:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 69.51it/s]
Epoch 53:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 69.46it/s]
Epoch 53:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 69.22it/s]
Epoch 53:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 69.33it/s]
Epoch 53:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 69.12it/s]
Epoch 53:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 69.29it/s]
Epoch 53:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 69.12it/s]
Epoch 53:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 69.24it/s]
Epoch 53:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 69.09it/s]
Epoch 53:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 69.17it/s]
Epoch 53:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 69.02it/s]
Epoch 53:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 69.10it/s]
Epoch 53:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 68.97it/s]
Epoch 53:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 69.02it/s]
Epoch 53:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 68.90it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 69.03it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 68.90it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 427.95it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 389.79it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 382.34it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 409.21it/s]


Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 64.47it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 64.31it/s]
Epoch 53:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 54:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 54:   8%|โ–Š         | 1/13 [00:00<00:00, 64.58it/s]
Epoch 54:   8%|โ–Š         | 1/13 [00:00<00:00, 63.26it/s]
Epoch 54:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 64.70it/s]
Epoch 54:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 64.03it/s]
Epoch 54:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 64.08it/s]
Epoch 54:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 63.62it/s]
Epoch 54:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 63.71it/s]
Epoch 54:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 63.36it/s]
Epoch 54:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 63.42it/s]
Epoch 54:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 63.13it/s]
Epoch 54:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 63.15it/s]
Epoch 54:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 62.93it/s]
Epoch 54:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 63.07it/s]
Epoch 54:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 62.88it/s]
Epoch 54:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 63.09it/s]
Epoch 54:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 62.92it/s]
Epoch 54:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 62.90it/s]
Epoch 54:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 62.75it/s]
Epoch 54:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 62.76it/s]
Epoch 54:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 62.63it/s]
Epoch 54:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 62.69it/s]
Epoch 54:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 62.56it/s]
Epoch 54:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 62.65it/s]
Epoch 54:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 62.54it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 62.78it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 62.68it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 437.96it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 391.11it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 385.55it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 400.11it/s]


Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 58.94it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 58.81it/s]
Epoch 54:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 55:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 55:   8%|โ–Š         | 1/13 [00:00<00:00, 59.95it/s]
Epoch 55:   8%|โ–Š         | 1/13 [00:00<00:00, 58.79it/s]
Epoch 55:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 60.57it/s]
Epoch 55:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 59.95it/s]
Epoch 55:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 59.82it/s]
Epoch 55:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 59.41it/s]
Epoch 55:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 60.06it/s]
Epoch 55:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 59.76it/s]
Epoch 55:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 60.13it/s]
Epoch 55:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 59.86it/s]
Epoch 55:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 59.95it/s]
Epoch 55:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 59.73it/s]
Epoch 55:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 59.96it/s]
Epoch 55:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 59.79it/s]
Epoch 55:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 59.94it/s]
Epoch 55:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 59.79it/s]
Epoch 55:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 60.05it/s]
Epoch 55:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 59.92it/s]
Epoch 55:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 60.05it/s]
Epoch 55:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 59.92it/s]
Epoch 55:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 60.01it/s]
Epoch 55:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 59.90it/s]
Epoch 55:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 59.97it/s]
Epoch 55:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 59.85it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.98it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 59.87it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 407.17it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 373.46it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 374.39it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 403.49it/s]


Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.43it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.31it/s]
Epoch 55:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 56:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 56:   8%|โ–Š         | 1/13 [00:00<00:00, 60.27it/s]
Epoch 56:   8%|โ–Š         | 1/13 [00:00<00:00, 59.11it/s]
Epoch 56:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 59.87it/s]
Epoch 56:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 59.28it/s]
Epoch 56:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 59.27it/s]
Epoch 56:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 58.87it/s]
Epoch 56:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 59.14it/s]
Epoch 56:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 58.84it/s]
Epoch 56:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 58.91it/s]
Epoch 56:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 58.60it/s]
Epoch 56:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 57.55it/s]
Epoch 56:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 57.35it/s]
Epoch 56:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 57.48it/s]
Epoch 56:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 57.32it/s]
Epoch 56:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 57.33it/s]
Epoch 56:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 57.16it/s]
Epoch 56:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 57.14it/s]
Epoch 56:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 57.00it/s]
Epoch 56:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.94it/s]
Epoch 56:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.82it/s]
Epoch 56:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.94it/s]
Epoch 56:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.84it/s]
Epoch 56:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 57.11it/s]
Epoch 56:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 56.99it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.37it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 57.30it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 419.56it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 392.91it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 381.76it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 410.42it/s]


Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.23it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 54.12it/s]
Epoch 56:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 57:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 57:   8%|โ–Š         | 1/13 [00:00<00:00, 59.18it/s]
Epoch 57:   8%|โ–Š         | 1/13 [00:00<00:00, 58.16it/s]
Epoch 57:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 59.15it/s]
Epoch 57:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 58.65it/s]
Epoch 57:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 59.35it/s]
Epoch 57:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 58.98it/s]
Epoch 57:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 59.16it/s]
Epoch 57:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 58.89it/s]
Epoch 57:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 58.82it/s]
Epoch 57:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 58.61it/s]
Epoch 57:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 58.90it/s]
Epoch 57:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 58.74it/s]
Epoch 57:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 58.83it/s]
Epoch 57:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 58.69it/s]
Epoch 57:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 58.78it/s]
Epoch 57:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 58.64it/s]
Epoch 57:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 58.71it/s]
Epoch 57:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 58.59it/s]
Epoch 57:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 58.64it/s]
Epoch 57:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 58.52it/s]
Epoch 57:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 58.53it/s]
Epoch 57:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 58.43it/s]
Epoch 57:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 58.46it/s]
Epoch 57:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 58.37it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 58.55it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 58.47it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 462.34it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 404.64it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 395.09it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 421.28it/s]


Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 55.33it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 55.22it/s]
Epoch 57:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 58:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 58:   8%|โ–Š         | 1/13 [00:00<00:00, 54.89it/s]
Epoch 58:   8%|โ–Š         | 1/13 [00:00<00:00, 53.78it/s]
Epoch 58:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 54.38it/s]
Epoch 58:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 53.86it/s]
Epoch 58:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 54.63it/s]
Epoch 58:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 54.29it/s]
Epoch 58:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 55.09it/s]
Epoch 58:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 54.82it/s]
Epoch 58:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 55.40it/s]
Epoch 58:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 55.19it/s]
Epoch 58:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 55.63it/s]
Epoch 58:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 55.47it/s]
Epoch 58:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 55.73it/s]
Epoch 58:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 55.58it/s]
Epoch 58:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 55.86it/s]
Epoch 58:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 55.73it/s]
Epoch 58:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 55.90it/s]
Epoch 58:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 55.78it/s]
Epoch 58:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 55.86it/s]
Epoch 58:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 55.76it/s]
Epoch 58:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 55.92it/s]
Epoch 58:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 55.83it/s]
Epoch 58:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 55.89it/s]
Epoch 58:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 55.80it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.12it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.04it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 464.69it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 411.29it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 398.82it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 426.20it/s]


Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.17it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.01it/s]
Epoch 58:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 59:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 59:   8%|โ–Š         | 1/13 [00:00<00:00, 56.84it/s]
Epoch 59:   8%|โ–Š         | 1/13 [00:00<00:00, 55.94it/s]
Epoch 59:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 55.96it/s]
Epoch 59:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 55.40it/s]
Epoch 59:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 55.15it/s]
Epoch 59:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 54.78it/s]
Epoch 59:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 55.16it/s]
Epoch 59:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 54.91it/s]
Epoch 59:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 55.38it/s]
Epoch 59:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 55.18it/s]
Epoch 59:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 55.54it/s]
Epoch 59:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 55.38it/s]
Epoch 59:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 55.70it/s]
Epoch 59:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 55.57it/s]
Epoch 59:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 55.87it/s]
Epoch 59:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 55.75it/s]
Epoch 59:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 56.02it/s]
Epoch 59:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 55.91it/s]
Epoch 59:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.08it/s]
Epoch 59:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 55.98it/s]
Epoch 59:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.14it/s]
Epoch 59:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.06it/s]
Epoch 59:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 56.23it/s]
Epoch 59:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 56.15it/s]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.51it/s]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.44it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 467.96it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 412.62it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 401.00it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 428.84it/s]


Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.56it/s]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.45it/s]
Epoch 59:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 60:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 60:   8%|โ–Š         | 1/13 [00:00<00:00, 57.53it/s]
Epoch 60:   8%|โ–Š         | 1/13 [00:00<00:00, 56.58it/s]
Epoch 60:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 57.21it/s]
Epoch 60:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 56.74it/s]
Epoch 60:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 57.07it/s]
Epoch 60:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 56.75it/s]
Epoch 60:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 57.04it/s]
Epoch 60:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 56.79it/s]
Epoch 60:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 56.92it/s]
Epoch 60:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 56.73it/s]
Epoch 60:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 56.90it/s]
Epoch 60:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 56.73it/s]
Epoch 60:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 56.59it/s]
Epoch 60:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 56.44it/s]
Epoch 60:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 56.49it/s]
Epoch 60:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 56.37it/s]
Epoch 60:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 56.51it/s]
Epoch 60:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 56.40it/s]
Epoch 60:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.52it/s]
Epoch 60:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.42it/s]
Epoch 60:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.53it/s]
Epoch 60:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.44it/s]
Epoch 60:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 56.53it/s]
Epoch 60:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 56.45it/s]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.69it/s]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.62it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 462.44it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 408.44it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 395.24it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 423.84it/s]


Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.69it/s]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.58it/s]
Epoch 60:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 61:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 61:   8%|โ–Š         | 1/13 [00:00<00:00, 57.14it/s]
Epoch 61:   8%|โ–Š         | 1/13 [00:00<00:00, 56.24it/s]
Epoch 61:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 56.67it/s]
Epoch 61:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 56.17it/s]
Epoch 61:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 56.31it/s]
Epoch 61:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 56.00it/s]
Epoch 61:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 56.26it/s]
Epoch 61:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 56.01it/s]
Epoch 61:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 56.25it/s]
Epoch 61:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 56.06it/s]
Epoch 61:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 56.33it/s]
Epoch 61:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 56.17it/s]
Epoch 61:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 56.30it/s]
Epoch 61:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 56.17it/s]
Epoch 61:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 56.28it/s]
Epoch 61:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 56.16it/s]
Epoch 61:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 56.26it/s]
Epoch 61:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 56.14it/s]
Epoch 61:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.20it/s]
Epoch 61:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 56.10it/s]
Epoch 61:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.11it/s]
Epoch 61:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 56.01it/s]
Epoch 61:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 55.94it/s]
Epoch 61:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 55.86it/s]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 56.02it/s]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 55.94it/s]

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

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 449.74it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 405.03it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 393.45it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 420.67it/s]


Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 53.06it/s]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 52.95it/s]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 52.84it/s]

Validation: |          | 0/? [00:00<?, ?it/s]
Validation:   0%|          | 0/4 [00:00<?, ?it/s]
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s]
Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 371.37it/s]
Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 387.45it/s]
Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 391.45it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 422.61it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 396.56it/s]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        val_loss           0.027190392836928368
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
/home/docs/checkouts/readthedocs.org/user_builds/fusilli/envs/stable/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:293: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=2). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.11it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.11it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.68it/s, v_num=ld_0, val_loss=249.0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.68it/s, v_num=ld_0, val_loss=249.0, train_loss=639.0]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=249.0, train_loss=639.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=249.0, train_loss=639.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=249.0, train_loss=639.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=249.0, train_loss=639.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=199.0, train_loss=639.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=199.0, train_loss=339.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=199.0, train_loss=339.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=199.0, train_loss=339.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_0, val_loss=199.0, train_loss=339.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_0, val_loss=199.0, train_loss=339.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.75it/s, v_num=ld_0, val_loss=116.0, train_loss=339.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.75it/s, v_num=ld_0, val_loss=116.0, train_loss=268.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=116.0, train_loss=268.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=116.0, train_loss=268.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=116.0, train_loss=268.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=116.0, train_loss=268.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=80.30, train_loss=268.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=80.30, train_loss=184.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=80.30, train_loss=184.0]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=80.30, train_loss=184.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=80.30, train_loss=184.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=80.30, train_loss=184.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=57.00, train_loss=184.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=57.00, train_loss=131.0]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=57.00, train_loss=131.0]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=57.00, train_loss=131.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=57.00, train_loss=131.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=57.00, train_loss=131.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=44.50, train_loss=131.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=44.50, train_loss=93.50]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=44.50, train_loss=93.50]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=44.50, train_loss=93.50]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.45it/s, v_num=ld_0, val_loss=44.50, train_loss=93.50]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.45it/s, v_num=ld_0, val_loss=44.50, train_loss=93.50]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_0, val_loss=36.80, train_loss=93.50]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_0, val_loss=36.80, train_loss=76.60]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=36.80, train_loss=76.60]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=36.80, train_loss=76.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=36.80, train_loss=76.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=36.80, train_loss=76.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=24.10, train_loss=76.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=24.10, train_loss=54.30]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=24.10, train_loss=54.30]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=24.10, train_loss=54.30]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=24.10, train_loss=54.30]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=24.10, train_loss=54.30]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=15.80, train_loss=54.30]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=15.80, train_loss=40.00]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=15.80, train_loss=40.00]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=15.80, train_loss=40.00]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=15.80, train_loss=40.00]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=15.80, train_loss=40.00]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=12.20, train_loss=40.00]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=12.20, train_loss=31.00]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=12.20, train_loss=31.00]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=12.20, train_loss=31.00]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.44it/s, v_num=ld_0, val_loss=12.20, train_loss=31.00]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.44it/s, v_num=ld_0, val_loss=12.20, train_loss=31.00]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=10.90, train_loss=31.00]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=10.90, train_loss=19.20]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=10.90, train_loss=19.20]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=10.90, train_loss=19.20]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=10.90, train_loss=19.20]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=10.90, train_loss=19.20]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=10.10, train_loss=19.20]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=10.10, train_loss=17.90]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=10.10, train_loss=17.90]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=10.10, train_loss=17.90]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=10.10, train_loss=17.90]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=10.10, train_loss=17.90]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=8.340, train_loss=17.90]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=8.340, train_loss=12.40]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=8.340, train_loss=12.40]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=8.340, train_loss=12.40]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=8.340, train_loss=12.40]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=8.340, train_loss=12.40]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=6.990, train_loss=12.40]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=6.990, train_loss=12.10]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=6.990, train_loss=12.10]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=6.990, train_loss=12.10]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=6.990, train_loss=12.10]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=6.990, train_loss=12.10]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=6.070, train_loss=12.10]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=6.070, train_loss=8.660]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=6.070, train_loss=8.660]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=6.070, train_loss=8.660]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.39it/s, v_num=ld_0, val_loss=6.070, train_loss=8.660]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.39it/s, v_num=ld_0, val_loss=6.070, train_loss=8.660]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=5.260, train_loss=8.660]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=5.260, train_loss=10.10]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=5.260, train_loss=10.10]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=5.260, train_loss=10.10]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=5.260, train_loss=10.10]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=5.260, train_loss=10.10]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=4.780, train_loss=10.10]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=4.780, train_loss=9.700]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.780, train_loss=9.700]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.780, train_loss=9.700]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_0, val_loss=4.780, train_loss=9.700]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_0, val_loss=4.780, train_loss=9.700]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_0, val_loss=4.540, train_loss=9.700]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_0, val_loss=4.540, train_loss=9.250]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.540, train_loss=9.250]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.540, train_loss=9.250]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.45it/s, v_num=ld_0, val_loss=4.540, train_loss=9.250]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.45it/s, v_num=ld_0, val_loss=4.540, train_loss=9.250]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=4.360, train_loss=9.250]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=4.360, train_loss=7.770]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.360, train_loss=7.770]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.360, train_loss=7.770]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=4.360, train_loss=7.770]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=4.360, train_loss=7.770]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=4.260, train_loss=7.770]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=4.260, train_loss=7.890]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.260, train_loss=7.890]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.260, train_loss=7.890]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.39it/s, v_num=ld_0, val_loss=4.260, train_loss=7.890]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.39it/s, v_num=ld_0, val_loss=4.260, train_loss=7.890]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=4.200, train_loss=7.890]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=4.200, train_loss=6.700]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.200, train_loss=6.700]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.200, train_loss=6.700]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=4.200, train_loss=6.700]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=4.200, train_loss=6.700]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_0, val_loss=4.110, train_loss=6.700]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_0, val_loss=4.110, train_loss=6.650]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.110, train_loss=6.650]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.110, train_loss=6.650]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=4.110, train_loss=6.650]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=4.110, train_loss=6.650]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=4.040, train_loss=6.650]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=4.040, train_loss=6.210]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.040, train_loss=6.210]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.040, train_loss=6.210]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=4.040, train_loss=6.210]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=4.040, train_loss=6.210]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=3.940, train_loss=6.210]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=3.940, train_loss=6.770]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.940, train_loss=6.770]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.940, train_loss=6.770]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=3.940, train_loss=6.770]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=3.940, train_loss=6.770]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=3.830, train_loss=6.770]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=3.830, train_loss=5.740]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.830, train_loss=5.740]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.830, train_loss=5.740]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.17it/s, v_num=ld_0, val_loss=3.830, train_loss=5.740]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.17it/s, v_num=ld_0, val_loss=3.830, train_loss=5.740]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_0, val_loss=3.740, train_loss=5.740]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_0, val_loss=3.740, train_loss=5.060]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.740, train_loss=5.060]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.740, train_loss=5.060]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=3.740, train_loss=5.060]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=3.740, train_loss=5.060]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=3.640, train_loss=5.060]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=3.640, train_loss=4.690]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.640, train_loss=4.690]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.640, train_loss=4.690]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=3.640, train_loss=4.690]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=3.640, train_loss=4.690]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=3.560, train_loss=4.690]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=3.560, train_loss=4.250]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.560, train_loss=4.250]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.560, train_loss=4.250]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=3.560, train_loss=4.250]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=3.560, train_loss=4.250]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=3.440, train_loss=4.250]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=3.440, train_loss=4.580]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.440, train_loss=4.580]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.440, train_loss=4.580]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=3.440, train_loss=4.580]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=3.440, train_loss=4.580]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=3.310, train_loss=4.580]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=3.310, train_loss=3.970]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.310, train_loss=3.970]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.310, train_loss=3.970]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=3.310, train_loss=3.970]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=3.310, train_loss=3.970]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=3.170, train_loss=3.970]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=3.170, train_loss=4.190]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.170, train_loss=4.190]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.170, train_loss=4.190]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_0, val_loss=3.170, train_loss=4.190]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_0, val_loss=3.170, train_loss=4.190]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=3.090, train_loss=4.190]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=3.090, train_loss=3.720]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.090, train_loss=3.720]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.090, train_loss=3.720]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_0, val_loss=3.090, train_loss=3.720]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_0, val_loss=3.090, train_loss=3.720]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=3.040, train_loss=3.720]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=3.040, train_loss=3.630]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.040, train_loss=3.630]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.040, train_loss=3.630]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=3.040, train_loss=3.630]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=3.040, train_loss=3.630]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_0, val_loss=2.980, train_loss=3.630]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_0, val_loss=2.980, train_loss=3.230]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.980, train_loss=3.230]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.980, train_loss=3.230]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.980, train_loss=3.230]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.980, train_loss=3.230]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.910, train_loss=3.230]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.910, train_loss=3.100]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.910, train_loss=3.100]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.910, train_loss=3.100]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.910, train_loss=3.100]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.910, train_loss=3.100]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.850, train_loss=3.100]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.850, train_loss=3.130]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.850, train_loss=3.130]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.850, train_loss=3.130]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_0, val_loss=2.850, train_loss=3.130]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_0, val_loss=2.850, train_loss=3.130]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_0, val_loss=2.780, train_loss=3.130]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_0, val_loss=2.780, train_loss=3.010]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.780, train_loss=3.010]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.780, train_loss=3.010]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.45it/s, v_num=ld_0, val_loss=2.780, train_loss=3.010]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.45it/s, v_num=ld_0, val_loss=2.780, train_loss=3.010]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=2.730, train_loss=3.010]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=2.730, train_loss=2.930]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.730, train_loss=2.930]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.730, train_loss=2.930]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_0, val_loss=2.730, train_loss=2.930]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_0, val_loss=2.730, train_loss=2.930]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.690, train_loss=2.930]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.690, train_loss=2.800]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.690, train_loss=2.800]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.690, train_loss=2.800]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.690, train_loss=2.800]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.690, train_loss=2.800]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.660, train_loss=2.800]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.660, train_loss=2.730]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.660, train_loss=2.730]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.660, train_loss=2.730]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.44it/s, v_num=ld_0, val_loss=2.660, train_loss=2.730]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.44it/s, v_num=ld_0, val_loss=2.660, train_loss=2.730]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=2.640, train_loss=2.730]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=2.640, train_loss=2.730]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.640, train_loss=2.730]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.640, train_loss=2.730]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.640, train_loss=2.730]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.640, train_loss=2.730]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.610, train_loss=2.730]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.610, train_loss=2.710]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.610, train_loss=2.710]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.610, train_loss=2.710]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.610, train_loss=2.710]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.610, train_loss=2.710]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.580, train_loss=2.710]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.580, train_loss=2.720]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.580, train_loss=2.720]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.580, train_loss=2.720]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.580, train_loss=2.720]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_0, val_loss=2.580, train_loss=2.720]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.560, train_loss=2.720]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.560, train_loss=2.550]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.560, train_loss=2.550]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.560, train_loss=2.550]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=2.560, train_loss=2.550]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=2.560, train_loss=2.550]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_0, val_loss=2.550, train_loss=2.550]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_0, val_loss=2.550, train_loss=2.540]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.550, train_loss=2.540]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.550, train_loss=2.540]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_0, val_loss=2.550, train_loss=2.540]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_0, val_loss=2.550, train_loss=2.540]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.530, train_loss=2.540]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.530, train_loss=2.470]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.530, train_loss=2.470]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.530, train_loss=2.470]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.530, train_loss=2.470]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.530, train_loss=2.470]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.520, train_loss=2.470]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.520, train_loss=2.410]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.520, train_loss=2.410]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.520, train_loss=2.410]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.520, train_loss=2.410]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.520, train_loss=2.410]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.510, train_loss=2.410]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.510, train_loss=2.510]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.510, train_loss=2.510]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.510, train_loss=2.510]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=2.510, train_loss=2.510]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=2.510, train_loss=2.510]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=2.500, train_loss=2.510]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=2.500, train_loss=2.440]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.500, train_loss=2.440]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.500, train_loss=2.440]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_0, val_loss=2.500, train_loss=2.440]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_0, val_loss=2.500, train_loss=2.440]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_0, val_loss=2.490, train_loss=2.440]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_0, val_loss=2.490, train_loss=2.340]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.490, train_loss=2.340]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.490, train_loss=2.340]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=2.490, train_loss=2.340]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=2.490, train_loss=2.340]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.480, train_loss=2.340]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.480, train_loss=2.370]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.480, train_loss=2.370]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.480, train_loss=2.370]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_0, val_loss=2.480, train_loss=2.370]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_0, val_loss=2.480, train_loss=2.370]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_0, val_loss=2.470, train_loss=2.370]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_0, val_loss=2.470, train_loss=2.360]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.470, train_loss=2.360]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.470, train_loss=2.360]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.44it/s, v_num=ld_0, val_loss=2.470, train_loss=2.360]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.44it/s, v_num=ld_0, val_loss=2.470, train_loss=2.360]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_0, val_loss=2.460, train_loss=2.360]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_0, val_loss=2.460, train_loss=2.350]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.460, train_loss=2.350]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.460, train_loss=2.350]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.29it/s, v_num=ld_0, val_loss=2.460, train_loss=2.350]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.29it/s, v_num=ld_0, val_loss=2.460, train_loss=2.350]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_0, val_loss=2.460, train_loss=2.350]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_0, val_loss=2.460, train_loss=2.300]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.460, train_loss=2.300]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.460, train_loss=2.300]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=2.460, train_loss=2.300]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=2.460, train_loss=2.300]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.450, train_loss=2.300]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.450, train_loss=2.350]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.450, train_loss=2.350]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.450, train_loss=2.350]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.38it/s, v_num=ld_0, val_loss=2.450, train_loss=2.350]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.38it/s, v_num=ld_0, val_loss=2.450, train_loss=2.350]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_0, val_loss=2.450, train_loss=2.350]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_0, val_loss=2.450, train_loss=2.320]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.450, train_loss=2.320]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.450, train_loss=2.320]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.450, train_loss=2.320]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.450, train_loss=2.320]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.450, train_loss=2.320]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.450, train_loss=2.300]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.450, train_loss=2.300]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.450, train_loss=2.300]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=2.450, train_loss=2.300]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=2.450, train_loss=2.300]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.450, train_loss=2.300]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.450, train_loss=2.320]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.450, train_loss=2.320]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.450, train_loss=2.320]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=2.450, train_loss=2.320]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=2.450, train_loss=2.320]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=2.440, train_loss=2.320]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_0, val_loss=2.440, train_loss=2.300]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.440, train_loss=2.300]
Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.440, train_loss=2.300]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=2.440, train_loss=2.300]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=2.440, train_loss=2.300]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=2.440, train_loss=2.300]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=2.440, train_loss=2.260]
Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.440, train_loss=2.260]
Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.440, train_loss=2.260]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.440, train_loss=2.260]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.440, train_loss=2.260]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.440, train_loss=2.260]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.440, train_loss=2.310]
Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.440, train_loss=2.310]
Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.440, train_loss=2.310]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=2.440, train_loss=2.310]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=2.440, train_loss=2.310]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.440, train_loss=2.310]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.440, train_loss=2.270]
Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.440, train_loss=2.270]
Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.440, train_loss=2.270]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=2.440, train_loss=2.270]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.440, train_loss=2.270]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.430, train_loss=2.330]
Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.330]
Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.330]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.46it/s, v_num=ld_0, val_loss=2.430, train_loss=2.330]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.46it/s, v_num=ld_0, val_loss=2.430, train_loss=2.330]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=2.430, train_loss=2.330]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 64:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 64:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 65:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 65:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 66:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 66:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 67:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 67:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 68:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 68:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 69:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_0, val_loss=2.430, train_loss=2.300]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_0, val_loss=2.430, train_loss=2.280]
Epoch 69:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.280]
Epoch 70:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.280]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=2.430, train_loss=2.280]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=2.430, train_loss=2.280]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_0, val_loss=2.430, train_loss=2.280]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 70:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 71:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=2.430, train_loss=2.280]
Epoch 71:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.280]
Epoch 72:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.280]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.430, train_loss=2.280]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.430, train_loss=2.280]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.430, train_loss=2.280]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 72:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 73:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 73:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 74:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_0, val_loss=2.420, train_loss=2.280]
Epoch 74:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.280]
Epoch 75:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.280]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.420, train_loss=2.280]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.420, train_loss=2.280]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.410, train_loss=2.280]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.410, train_loss=2.280]
Epoch 75:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.280]
Epoch 76:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.280]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.410, train_loss=2.280]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.410, train_loss=2.280]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.410, train_loss=2.280]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 76:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 77:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 77:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 78:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=2.410, train_loss=2.260]
Epoch 78:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.260]
Epoch 79:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.260]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=2.410, train_loss=2.260]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=2.410, train_loss=2.260]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_0, val_loss=2.410, train_loss=2.260]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 79:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 80:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 80:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 81:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.410, train_loss=2.290]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.420, train_loss=2.290]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 81:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 82:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_0, val_loss=2.420, train_loss=2.260]
Epoch 82:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.260]
Epoch 83:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.260]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.420, train_loss=2.260]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.420, train_loss=2.260]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.420, train_loss=2.260]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.420, train_loss=2.260]
Epoch 83:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.260]
Epoch 84:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.260]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=2.420, train_loss=2.260]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=2.420, train_loss=2.260]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.420, train_loss=2.260]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 84:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 85:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 85:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 86:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_0, val_loss=2.420, train_loss=2.270]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 86:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 87:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 87:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 88:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.430, train_loss=2.270]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_0, val_loss=2.430, train_loss=2.260]
Epoch 88:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.260]
Epoch 89:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.260]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_0, val_loss=2.430, train_loss=2.260]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_0, val_loss=2.430, train_loss=2.260]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_0, val_loss=2.430, train_loss=2.260]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 89:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 90:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_0, val_loss=2.430, train_loss=2.290]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=2.440, train_loss=2.290]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_0, val_loss=2.440, train_loss=2.270]
Epoch 90:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.440, train_loss=2.270]
Epoch 91:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.440, train_loss=2.270]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.440, train_loss=2.270]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.440, train_loss=2.270]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.440, train_loss=2.270]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.440, train_loss=2.260]
Epoch 91:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.440, train_loss=2.260]
Epoch 92:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.440, train_loss=2.260]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.440, train_loss=2.260]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_0, val_loss=2.440, train_loss=2.260]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.440, train_loss=2.260]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.440, train_loss=2.270]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_0, val_loss=2.440, train_loss=2.270]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.47043633460998535
      Accuracy_val          0.10179640352725983
        val_loss             2.444399118423462
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
/home/docs/checkouts/readthedocs.org/user_builds/fusilli/envs/stable/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:293: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=2). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.69it/s, v_num=ld_1, val_loss=196.0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.69it/s, v_num=ld_1, val_loss=196.0, train_loss=470.0]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=196.0, train_loss=470.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=196.0, train_loss=470.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_1, val_loss=196.0, train_loss=470.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_1, val_loss=196.0, train_loss=470.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=114.0, train_loss=470.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=114.0, train_loss=326.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=114.0, train_loss=326.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=114.0, train_loss=326.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_1, val_loss=114.0, train_loss=326.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_1, val_loss=114.0, train_loss=326.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=111.0, train_loss=326.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=111.0, train_loss=223.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=111.0, train_loss=223.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=111.0, train_loss=223.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_1, val_loss=111.0, train_loss=223.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_1, val_loss=111.0, train_loss=223.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=68.80, train_loss=223.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=68.80, train_loss=175.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=68.80, train_loss=175.0]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=68.80, train_loss=175.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.38it/s, v_num=ld_1, val_loss=68.80, train_loss=175.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_1, val_loss=68.80, train_loss=175.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=44.90, train_loss=175.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=44.90, train_loss=123.0]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=44.90, train_loss=123.0]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=44.90, train_loss=123.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_1, val_loss=44.90, train_loss=123.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_1, val_loss=44.90, train_loss=123.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_1, val_loss=35.90, train_loss=123.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_1, val_loss=35.90, train_loss=90.80]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=35.90, train_loss=90.80]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=35.90, train_loss=90.80]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_1, val_loss=35.90, train_loss=90.80]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=35.90, train_loss=90.80]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=29.40, train_loss=90.80]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=29.40, train_loss=71.80]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=29.40, train_loss=71.80]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=29.40, train_loss=71.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_1, val_loss=29.40, train_loss=71.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_1, val_loss=29.40, train_loss=71.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.75it/s, v_num=ld_1, val_loss=20.30, train_loss=71.80]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.75it/s, v_num=ld_1, val_loss=20.30, train_loss=54.90]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=20.30, train_loss=54.90]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=20.30, train_loss=54.90]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_1, val_loss=20.30, train_loss=54.90]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_1, val_loss=20.30, train_loss=54.90]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=13.40, train_loss=54.90]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=13.40, train_loss=37.10]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=13.40, train_loss=37.10]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=13.40, train_loss=37.10]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=13.40, train_loss=37.10]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=13.40, train_loss=37.10]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=9.360, train_loss=37.10]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=9.360, train_loss=26.50]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=9.360, train_loss=26.50]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=9.360, train_loss=26.50]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.39it/s, v_num=ld_1, val_loss=9.360, train_loss=26.50]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.39it/s, v_num=ld_1, val_loss=9.360, train_loss=26.50]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=8.200, train_loss=26.50]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=8.200, train_loss=18.70]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=8.200, train_loss=18.70]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=8.200, train_loss=18.70]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_1, val_loss=8.200, train_loss=18.70]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_1, val_loss=8.200, train_loss=18.70]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=7.780, train_loss=18.70]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=7.780, train_loss=13.10]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=7.780, train_loss=13.10]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=7.780, train_loss=13.10]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_1, val_loss=7.780, train_loss=13.10]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_1, val_loss=7.780, train_loss=13.10]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=7.430, train_loss=13.10]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=7.430, train_loss=11.40]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=7.430, train_loss=11.40]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=7.430, train_loss=11.40]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=7.430, train_loss=11.40]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=7.430, train_loss=11.40]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=6.810, train_loss=11.40]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=6.810, train_loss=11.50]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=6.810, train_loss=11.50]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=6.810, train_loss=11.50]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=6.810, train_loss=11.50]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=6.810, train_loss=11.50]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=6.160, train_loss=11.50]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=6.160, train_loss=10.10]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=6.160, train_loss=10.10]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=6.160, train_loss=10.10]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.39it/s, v_num=ld_1, val_loss=6.160, train_loss=10.10]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.39it/s, v_num=ld_1, val_loss=6.160, train_loss=10.10]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=5.690, train_loss=10.10]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=5.690, train_loss=10.30]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.690, train_loss=10.30]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.690, train_loss=10.30]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.39it/s, v_num=ld_1, val_loss=5.690, train_loss=10.30]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.39it/s, v_num=ld_1, val_loss=5.690, train_loss=10.30]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=5.290, train_loss=10.30]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=5.290, train_loss=8.460]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.290, train_loss=8.460]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.290, train_loss=8.460]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_1, val_loss=5.290, train_loss=8.460]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_1, val_loss=5.290, train_loss=8.460]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=4.910, train_loss=8.460]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=4.910, train_loss=8.100]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.910, train_loss=8.100]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.910, train_loss=8.100]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_1, val_loss=4.910, train_loss=8.100]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_1, val_loss=4.910, train_loss=8.100]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_1, val_loss=4.670, train_loss=8.100]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_1, val_loss=4.670, train_loss=6.720]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.670, train_loss=6.720]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.670, train_loss=6.720]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.39it/s, v_num=ld_1, val_loss=4.670, train_loss=6.720]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.39it/s, v_num=ld_1, val_loss=4.670, train_loss=6.720]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=4.450, train_loss=6.720]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=4.450, train_loss=6.350]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.450, train_loss=6.350]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.450, train_loss=6.350]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=4.450, train_loss=6.350]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=4.450, train_loss=6.350]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=4.150, train_loss=6.350]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=4.150, train_loss=5.700]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.150, train_loss=5.700]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.150, train_loss=5.700]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=4.150, train_loss=5.700]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=4.150, train_loss=5.700]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_1, val_loss=4.010, train_loss=5.700]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_1, val_loss=4.010, train_loss=5.780]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.010, train_loss=5.780]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.010, train_loss=5.780]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_1, val_loss=4.010, train_loss=5.780]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_1, val_loss=4.010, train_loss=5.780]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=3.940, train_loss=5.780]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=3.940, train_loss=5.510]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.940, train_loss=5.510]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.940, train_loss=5.510]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_1, val_loss=3.940, train_loss=5.510]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_1, val_loss=3.940, train_loss=5.510]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=3.890, train_loss=5.510]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=3.890, train_loss=5.080]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.890, train_loss=5.080]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.890, train_loss=5.080]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_1, val_loss=3.890, train_loss=5.080]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_1, val_loss=3.890, train_loss=5.080]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_1, val_loss=3.840, train_loss=5.080]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_1, val_loss=3.840, train_loss=4.490]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.840, train_loss=4.490]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.840, train_loss=4.490]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=3.840, train_loss=4.490]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=3.840, train_loss=4.490]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=3.670, train_loss=4.490]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=3.670, train_loss=4.610]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.670, train_loss=4.610]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.670, train_loss=4.610]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=3.670, train_loss=4.610]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=3.670, train_loss=4.610]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_1, val_loss=3.440, train_loss=4.610]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_1, val_loss=3.440, train_loss=4.070]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.440, train_loss=4.070]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.440, train_loss=4.070]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_1, val_loss=3.440, train_loss=4.070]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_1, val_loss=3.440, train_loss=4.070]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_1, val_loss=3.220, train_loss=4.070]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_1, val_loss=3.220, train_loss=4.190]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.220, train_loss=4.190]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.220, train_loss=4.190]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_1, val_loss=3.220, train_loss=4.190]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.39it/s, v_num=ld_1, val_loss=3.220, train_loss=4.190]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=3.030, train_loss=4.190]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=3.030, train_loss=3.870]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.030, train_loss=3.870]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.030, train_loss=3.870]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_1, val_loss=3.030, train_loss=3.870]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_1, val_loss=3.030, train_loss=3.870]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.860, train_loss=3.870]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.860, train_loss=3.700]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.860, train_loss=3.700]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.860, train_loss=3.700]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_1, val_loss=2.860, train_loss=3.700]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_1, val_loss=2.860, train_loss=3.700]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=2.740, train_loss=3.700]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=2.740, train_loss=3.150]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.740, train_loss=3.150]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.740, train_loss=3.150]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_1, val_loss=2.740, train_loss=3.150]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_1, val_loss=2.740, train_loss=3.150]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.650, train_loss=3.150]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.650, train_loss=3.010]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.650, train_loss=3.010]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.650, train_loss=3.010]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.650, train_loss=3.010]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.650, train_loss=3.010]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.580, train_loss=3.010]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.580, train_loss=3.080]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.580, train_loss=3.080]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.580, train_loss=3.080]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.580, train_loss=3.080]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.580, train_loss=3.080]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.520, train_loss=3.080]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.520, train_loss=2.780]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.520, train_loss=2.780]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.520, train_loss=2.780]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_1, val_loss=2.520, train_loss=2.780]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_1, val_loss=2.520, train_loss=2.780]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.480, train_loss=2.780]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.480, train_loss=2.840]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.480, train_loss=2.840]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.480, train_loss=2.840]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_1, val_loss=2.480, train_loss=2.840]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_1, val_loss=2.480, train_loss=2.840]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.440, train_loss=2.840]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.440, train_loss=2.820]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.440, train_loss=2.820]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.440, train_loss=2.820]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.440, train_loss=2.820]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.440, train_loss=2.820]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.420, train_loss=2.820]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.420, train_loss=2.630]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.420, train_loss=2.630]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.420, train_loss=2.630]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=2.420, train_loss=2.630]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=2.420, train_loss=2.630]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.410, train_loss=2.630]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.410, train_loss=2.560]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.410, train_loss=2.560]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.410, train_loss=2.560]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.46it/s, v_num=ld_1, val_loss=2.410, train_loss=2.560]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.46it/s, v_num=ld_1, val_loss=2.410, train_loss=2.560]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.400, train_loss=2.560]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.400, train_loss=2.520]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.400, train_loss=2.520]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.400, train_loss=2.520]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_1, val_loss=2.400, train_loss=2.520]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_1, val_loss=2.400, train_loss=2.520]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.380, train_loss=2.520]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.380, train_loss=2.460]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.380, train_loss=2.460]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.380, train_loss=2.460]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_1, val_loss=2.380, train_loss=2.460]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_1, val_loss=2.380, train_loss=2.460]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_1, val_loss=2.370, train_loss=2.460]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_1, val_loss=2.370, train_loss=2.480]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.370, train_loss=2.480]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.370, train_loss=2.480]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.370, train_loss=2.480]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.370, train_loss=2.480]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.360, train_loss=2.480]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.360, train_loss=2.430]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.360, train_loss=2.430]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.360, train_loss=2.430]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.38it/s, v_num=ld_1, val_loss=2.360, train_loss=2.430]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.38it/s, v_num=ld_1, val_loss=2.360, train_loss=2.430]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.350, train_loss=2.430]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.350, train_loss=2.420]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=2.420]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=2.420]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_1, val_loss=2.350, train_loss=2.420]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_1, val_loss=2.350, train_loss=2.420]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_1, val_loss=2.340, train_loss=2.420]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.340, train_loss=2.360]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.360]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.360]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_1, val_loss=2.340, train_loss=2.360]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_1, val_loss=2.340, train_loss=2.360]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=2.330, train_loss=2.360]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=2.330, train_loss=2.360]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.330, train_loss=2.360]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.330, train_loss=2.360]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=2.330, train_loss=2.360]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=2.330, train_loss=2.360]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.320, train_loss=2.360]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.320, train_loss=2.350]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.350]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.350]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=2.320, train_loss=2.350]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=2.320, train_loss=2.350]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.320, train_loss=2.350]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.320, train_loss=2.300]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.320, train_loss=2.330]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.330]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.320, train_loss=2.330]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.38it/s, v_num=ld_1, val_loss=2.320, train_loss=2.330]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.38it/s, v_num=ld_1, val_loss=2.320, train_loss=2.330]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.340]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.340]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.340]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_1, val_loss=2.310, train_loss=2.340]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_1, val_loss=2.310, train_loss=2.340]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_1, val_loss=2.310, train_loss=2.340]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.310, train_loss=2.280]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 64:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 64:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 65:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 65:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 66:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 66:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 67:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 67:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 68:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.16it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.16it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 68:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 69:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 69:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 70:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 70:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 71:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 71:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 72:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.39it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.39it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 72:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 73:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 73:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 74:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 74:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 75:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 75:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 76:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 76:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 77:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 77:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 78:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 78:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 79:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 79:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 80:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 80:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 81:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 81:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 82:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 82:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 83:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.38it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 83:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 84:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 84:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 85:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 85:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 86:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.280]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 86:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 87:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_1, val_loss=2.300, train_loss=2.270]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 87:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 88:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.44274458289146423
      Accuracy_val           0.071856290102005
        val_loss            2.3028430938720703
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
/home/docs/checkouts/readthedocs.org/user_builds/fusilli/envs/stable/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:293: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=2). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.15it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.15it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.68it/s, v_num=ld_2, val_loss=277.0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.68it/s, v_num=ld_2, val_loss=277.0, train_loss=455.0]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=277.0, train_loss=455.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=277.0, train_loss=455.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.44it/s, v_num=ld_2, val_loss=277.0, train_loss=455.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.44it/s, v_num=ld_2, val_loss=277.0, train_loss=455.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_2, val_loss=139.0, train_loss=455.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_2, val_loss=139.0, train_loss=357.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=139.0, train_loss=357.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=139.0, train_loss=357.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_2, val_loss=139.0, train_loss=357.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_2, val_loss=139.0, train_loss=357.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_2, val_loss=91.70, train_loss=357.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_2, val_loss=91.70, train_loss=225.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=91.70, train_loss=225.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=91.70, train_loss=225.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=91.70, train_loss=225.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=91.70, train_loss=225.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=59.00, train_loss=225.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=59.00, train_loss=159.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=59.00, train_loss=159.0]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=59.00, train_loss=159.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_2, val_loss=59.00, train_loss=159.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_2, val_loss=59.00, train_loss=159.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=42.50, train_loss=159.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_2, val_loss=42.50, train_loss=120.0]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=42.50, train_loss=120.0]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=42.50, train_loss=120.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=42.50, train_loss=120.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=42.50, train_loss=120.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=35.30, train_loss=120.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=35.30, train_loss=88.50]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=35.30, train_loss=88.50]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=35.30, train_loss=88.50]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_2, val_loss=35.30, train_loss=88.50]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_2, val_loss=35.30, train_loss=88.50]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_2, val_loss=25.70, train_loss=88.50]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_2, val_loss=25.70, train_loss=61.00]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=25.70, train_loss=61.00]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=25.70, train_loss=61.00]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=25.70, train_loss=61.00]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=25.70, train_loss=61.00]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=18.60, train_loss=61.00]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_2, val_loss=18.60, train_loss=48.70]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=18.60, train_loss=48.70]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=18.60, train_loss=48.70]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.38it/s, v_num=ld_2, val_loss=18.60, train_loss=48.70]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.38it/s, v_num=ld_2, val_loss=18.60, train_loss=48.70]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_2, val_loss=16.60, train_loss=48.70]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_2, val_loss=16.60, train_loss=37.10]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=16.60, train_loss=37.10]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=16.60, train_loss=37.10]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=16.60, train_loss=37.10]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=16.60, train_loss=37.10]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=13.40, train_loss=37.10]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=13.40, train_loss=28.70]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=13.40, train_loss=28.70]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=13.40, train_loss=28.70]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=13.40, train_loss=28.70]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=13.40, train_loss=28.70]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_2, val_loss=10.40, train_loss=28.70]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_2, val_loss=10.40, train_loss=23.10]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=10.40, train_loss=23.10]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=10.40, train_loss=23.10]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=10.40, train_loss=23.10]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_2, val_loss=10.40, train_loss=23.10]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.75it/s, v_num=ld_2, val_loss=8.490, train_loss=23.10]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_2, val_loss=8.490, train_loss=16.90]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=8.490, train_loss=16.90]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=8.490, train_loss=16.90]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_2, val_loss=8.490, train_loss=16.90]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_2, val_loss=8.490, train_loss=16.90]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_2, val_loss=6.900, train_loss=16.90]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_2, val_loss=6.900, train_loss=11.40]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=6.900, train_loss=11.40]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=6.900, train_loss=11.40]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=6.900, train_loss=11.40]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=6.900, train_loss=11.40]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=5.490, train_loss=11.40]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=5.490, train_loss=8.830]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=5.490, train_loss=8.830]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=5.490, train_loss=8.830]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_2, val_loss=5.490, train_loss=8.830]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_2, val_loss=5.490, train_loss=8.830]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=4.730, train_loss=8.830]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=4.730, train_loss=8.000]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.730, train_loss=8.000]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.730, train_loss=8.000]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_2, val_loss=4.730, train_loss=8.000]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_2, val_loss=4.730, train_loss=8.000]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_2, val_loss=4.260, train_loss=8.000]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_2, val_loss=4.260, train_loss=6.150]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.260, train_loss=6.150]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.260, train_loss=6.150]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_2, val_loss=4.260, train_loss=6.150]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.17it/s, v_num=ld_2, val_loss=4.260, train_loss=6.150]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_2, val_loss=3.960, train_loss=6.150]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_2, val_loss=3.960, train_loss=4.760]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.960, train_loss=4.760]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.960, train_loss=4.760]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_2, val_loss=3.960, train_loss=4.760]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_2, val_loss=3.960, train_loss=4.760]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.680, train_loss=4.760]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=3.680, train_loss=5.120]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.680, train_loss=5.120]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.680, train_loss=5.120]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=3.680, train_loss=5.120]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=3.680, train_loss=5.120]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=3.380, train_loss=5.120]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=3.380, train_loss=4.700]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.380, train_loss=4.700]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.380, train_loss=4.700]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_2, val_loss=3.380, train_loss=4.700]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_2, val_loss=3.380, train_loss=4.700]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_2, val_loss=3.090, train_loss=4.700]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_2, val_loss=3.090, train_loss=4.160]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.090, train_loss=4.160]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.090, train_loss=4.160]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_2, val_loss=3.090, train_loss=4.160]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.43it/s, v_num=ld_2, val_loss=3.090, train_loss=4.160]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_2, val_loss=2.840, train_loss=4.160]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_2, val_loss=2.840, train_loss=3.690]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.840, train_loss=3.690]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.840, train_loss=3.690]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=2.840, train_loss=3.690]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=2.840, train_loss=3.690]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.680, train_loss=3.690]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.680, train_loss=3.330]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.680, train_loss=3.330]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.680, train_loss=3.330]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=2.680, train_loss=3.330]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_2, val_loss=2.680, train_loss=3.330]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.75it/s, v_num=ld_2, val_loss=2.540, train_loss=3.330]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.75it/s, v_num=ld_2, val_loss=2.540, train_loss=3.410]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.540, train_loss=3.410]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.540, train_loss=3.410]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_2, val_loss=2.540, train_loss=3.410]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_2, val_loss=2.540, train_loss=3.410]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.470, train_loss=3.410]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.470, train_loss=3.140]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.470, train_loss=3.140]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.470, train_loss=3.140]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_2, val_loss=2.470, train_loss=3.140]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_2, val_loss=2.470, train_loss=3.140]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_2, val_loss=2.430, train_loss=3.140]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_2, val_loss=2.430, train_loss=2.720]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.430, train_loss=2.720]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.430, train_loss=2.720]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=2.430, train_loss=2.720]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=2.430, train_loss=2.720]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.410, train_loss=2.720]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.410, train_loss=2.700]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.410, train_loss=2.700]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.410, train_loss=2.700]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_2, val_loss=2.410, train_loss=2.700]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_2, val_loss=2.410, train_loss=2.700]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.400, train_loss=2.700]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.400, train_loss=2.870]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=2.870]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=2.870]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_2, val_loss=2.400, train_loss=2.870]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_2, val_loss=2.400, train_loss=2.870]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_2, val_loss=2.390, train_loss=2.870]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_2, val_loss=2.390, train_loss=2.710]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.710]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.710]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_2, val_loss=2.390, train_loss=2.710]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_2, val_loss=2.390, train_loss=2.710]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.380, train_loss=2.710]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.380, train_loss=2.760]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.380, train_loss=2.760]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.380, train_loss=2.760]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=2.380, train_loss=2.760]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=2.380, train_loss=2.760]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.370, train_loss=2.760]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.370, train_loss=2.610]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.370, train_loss=2.610]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.370, train_loss=2.610]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=2.370, train_loss=2.610]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=2.370, train_loss=2.610]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.360, train_loss=2.610]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.360, train_loss=2.720]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.360, train_loss=2.720]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.360, train_loss=2.720]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.45it/s, v_num=ld_2, val_loss=2.360, train_loss=2.720]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.44it/s, v_num=ld_2, val_loss=2.360, train_loss=2.720]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_2, val_loss=2.350, train_loss=2.720]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.80it/s, v_num=ld_2, val_loss=2.350, train_loss=2.480]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.350, train_loss=2.480]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.350, train_loss=2.480]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_2, val_loss=2.350, train_loss=2.480]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_2, val_loss=2.350, train_loss=2.480]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_2, val_loss=2.340, train_loss=2.480]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_2, val_loss=2.340, train_loss=2.470]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.340, train_loss=2.470]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.340, train_loss=2.470]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_2, val_loss=2.340, train_loss=2.470]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_2, val_loss=2.340, train_loss=2.470]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_2, val_loss=2.330, train_loss=2.470]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_2, val_loss=2.330, train_loss=2.410]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.330, train_loss=2.410]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.330, train_loss=2.410]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_2, val_loss=2.330, train_loss=2.410]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.25it/s, v_num=ld_2, val_loss=2.330, train_loss=2.410]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_2, val_loss=2.330, train_loss=2.410]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_2, val_loss=2.330, train_loss=2.430]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.330, train_loss=2.430]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.330, train_loss=2.430]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_2, val_loss=2.330, train_loss=2.430]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.19it/s, v_num=ld_2, val_loss=2.330, train_loss=2.430]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.69it/s, v_num=ld_2, val_loss=2.340, train_loss=2.430]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.69it/s, v_num=ld_2, val_loss=2.340, train_loss=2.420]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.340, train_loss=2.420]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.340, train_loss=2.420]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_2, val_loss=2.340, train_loss=2.420]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_2, val_loss=2.340, train_loss=2.420]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_2, val_loss=2.330, train_loss=2.420]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.330, train_loss=2.370]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.330, train_loss=2.370]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.330, train_loss=2.370]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=2.330, train_loss=2.370]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=2.330, train_loss=2.370]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.330, train_loss=2.370]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.330, train_loss=2.340]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.330, train_loss=2.340]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.330, train_loss=2.340]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_2, val_loss=2.330, train_loss=2.340]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_2, val_loss=2.330, train_loss=2.340]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.16it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.16it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_2, val_loss=2.320, train_loss=2.380]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.380]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.380]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_2, val_loss=2.320, train_loss=2.380]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.20it/s, v_num=ld_2, val_loss=2.320, train_loss=2.380]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_2, val_loss=2.320, train_loss=2.380]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.71it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.17it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.17it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.70it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.310, train_loss=2.320]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.310, train_loss=2.280]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.280]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.280]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_2, val_loss=2.310, train_loss=2.280]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_2, val_loss=2.310, train_loss=2.280]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.310, train_loss=2.280]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_2, val_loss=2.310, train_loss=2.340]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.310, train_loss=2.350]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.74it/s, v_num=ld_2, val_loss=2.310, train_loss=2.270]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.270]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.270]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_2, val_loss=2.310, train_loss=2.270]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_2, val_loss=2.310, train_loss=2.270]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.310, train_loss=2.270]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.310, train_loss=2.310]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.310]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=2.310, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=2.310, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.310, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_2, val_loss=2.310, train_loss=2.330]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.76it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.77it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.310, train_loss=2.310]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.310]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.310]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_2, val_loss=2.310, train_loss=2.310]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.37it/s, v_num=ld_2, val_loss=2.310, train_loss=2.310]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.78it/s, v_num=ld_2, val_loss=2.320, train_loss=2.290]
Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.290]
Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.290]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_2, val_loss=2.320, train_loss=2.290]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_2, val_loss=2.320, train_loss=2.290]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.320, train_loss=2.290]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.42it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.79it/s, v_num=ld_2, val_loss=2.320, train_loss=2.270]
Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.270]
Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.270]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=2.320, train_loss=2.270]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=2.320, train_loss=2.270]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.320, train_loss=2.270]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.72it/s, v_num=ld_2, val_loss=2.320, train_loss=2.280]
Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.280]
Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.280]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_2, val_loss=2.320, train_loss=2.280]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_2, val_loss=2.320, train_loss=2.280]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.320, train_loss=2.280]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.73it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.5217771530151367
      Accuracy_val          0.11445783078670502
        val_loss            2.3180394172668457
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model AttentionAndSelfActivation

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 51.01it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 50.16it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.89it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.35it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.32it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.95it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.64it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.37it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.88it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.66it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.48it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.29it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.28it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.12it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.20it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.04it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.42it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.24it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.47it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 63.36it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.14it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.03it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.47it/s, v_num=ld_0, val_loss=2.190]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.24it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 67.11it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 65.83it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.98it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.29it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.22it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.78it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.21it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.88it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.63it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.35it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.91it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.68it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.99it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.80it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.98it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.81it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.82it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.67it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.96it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.82it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.36it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.24it/s, v_num=ld_0, val_loss=2.190, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.45it/s, v_num=ld_0, val_loss=1.920, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.18it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 66.64it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 65.22it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.91it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.25it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.32it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.89it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.18it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.82it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.70it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.43it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.91it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.68it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.83it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.60it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.65it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.47it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.59it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.43it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.30it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.15it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.67it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.54it/s, v_num=ld_0, val_loss=1.920, train_loss=1.930]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.87it/s, v_num=ld_0, val_loss=1.310, train_loss=1.930]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.59it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 67.35it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 66.00it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.07it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.37it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.51it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.04it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.56it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.21it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.78it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.50it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.76it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.49it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.88it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.68it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.80it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.63it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.86it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.71it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.91it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.77it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.92it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.79it/s, v_num=ld_0, val_loss=1.310, train_loss=1.530]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.00it/s, v_num=ld_0, val_loss=1.080, train_loss=1.530]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.71it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 66.74it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 65.47it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.96it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.22it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.21it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.73it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.14it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.78it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.88it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.59it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.28it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.04it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.42it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.22it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.43it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.25it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.60it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.44it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.91it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.77it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.36it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.23it/s, v_num=ld_0, val_loss=1.080, train_loss=1.120]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.57it/s, v_num=ld_0, val_loss=1.050, train_loss=1.120]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.30it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 65.91it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 64.64it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.81it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.15it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.73it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.29it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.05it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.70it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.37it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.09it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.76it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.51it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.85it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.65it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.88it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.71it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.82it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.65it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.86it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.72it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.19it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.06it/s, v_num=ld_0, val_loss=1.050, train_loss=0.974]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.21it/s, v_num=ld_0, val_loss=1.270, train_loss=0.974]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.94it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 62.28it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 61.07it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.12it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.51it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.80it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.27it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.21it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.88it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.17it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.90it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.16it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.93it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.12it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.91it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.79it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.62it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.96it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.81it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.10it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.97it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.52it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.39it/s, v_num=ld_0, val_loss=1.270, train_loss=0.833]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.46it/s, v_num=ld_0, val_loss=1.050, train_loss=0.833]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.18it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 66.86it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 65.56it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.76it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.08it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.63it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.18it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.13it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.77it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.44it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.17it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.76it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.53it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.97it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.77it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.07it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.90it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.87it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.70it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.08it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.95it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.47it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.35it/s, v_num=ld_0, val_loss=1.050, train_loss=0.634]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.75it/s, v_num=ld_0, val_loss=0.971, train_loss=0.634]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.48it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 64.22it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 62.61it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.78it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.13it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.17it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.74it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.01it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.69it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.85it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.58it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.47it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.25it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.90it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.71it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.93it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.74it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.11it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.96it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.15it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.02it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.62it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.49it/s, v_num=ld_0, val_loss=0.971, train_loss=0.471]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.15it/s, v_num=ld_0, val_loss=0.874, train_loss=0.471]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.88it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 68.46it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 67.12it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.94it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.20it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.38it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.95it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.11it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.75it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.38it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.11it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.50it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.27it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.06it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.87it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.22it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.05it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.48it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.32it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.52it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.38it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.50it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.37it/s, v_num=ld_0, val_loss=0.874, train_loss=0.334]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.78it/s, v_num=ld_0, val_loss=0.992, train_loss=0.334]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.51it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 67.61it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 66.31it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.15it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.46it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.04it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.57it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.77it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.41it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.69it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.41it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.95it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.71it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.73it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.49it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.29it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.07it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.21it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.05it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.34it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.19it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.90it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.77it/s, v_num=ld_0, val_loss=0.992, train_loss=0.253]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.07it/s, v_num=ld_0, val_loss=0.981, train_loss=0.253]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.78it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 69.05it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 67.69it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.99it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.33it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.55it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.05it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.94it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.58it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.92it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.62it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.69it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.45it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.13it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.94it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.48it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.31it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.20it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.04it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.03it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.86it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.31it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.18it/s, v_num=ld_0, val_loss=0.981, train_loss=0.182]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.01it/s, v_num=ld_0, val_loss=1.110, train_loss=0.182]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.74it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 63.27it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 62.01it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.12it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.50it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.32it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.89it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.08it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.75it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.29it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.99it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.50it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.27it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.76it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.57it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.42it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.25it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.76it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.61it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.91it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.77it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.26it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.14it/s, v_num=ld_0, val_loss=1.110, train_loss=0.198]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.42it/s, v_num=ld_0, val_loss=1.200, train_loss=0.198]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.15it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 68.20it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 66.73it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.69it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.02it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.21it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.75it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.59it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.24it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.85it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.57it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.71it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.46it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.67it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.47it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.77it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.60it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.38it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.21it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.38it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.23it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.77it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.64it/s, v_num=ld_0, val_loss=1.200, train_loss=0.310]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.93it/s, v_num=ld_0, val_loss=0.941, train_loss=0.310]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.64it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 65.98it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 64.86it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.25it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.52it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.52it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.07it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.02it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.67it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.44it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.16it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.82it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.59it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.01it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.81it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.31it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.14it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.51it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.35it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.26it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.12it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.61it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.43it/s, v_num=ld_0, val_loss=0.941, train_loss=0.204]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.63it/s, v_num=ld_0, val_loss=1.000, train_loss=0.204]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.36it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 66.67it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 65.36it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.60it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.93it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.13it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.68it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.54it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.18it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.66it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.37it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.46it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.21it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.54it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.33it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.56it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.38it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.63it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.48it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.70it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.56it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.74it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.61it/s, v_num=ld_0, val_loss=1.000, train_loss=0.171]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.83it/s, v_num=ld_0, val_loss=0.973, train_loss=0.171]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.56it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 66.48it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 64.98it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.74it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.07it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.11it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.66it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.44it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.08it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.75it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.48it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.41it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.18it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.39it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.19it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.42it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.25it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.59it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.43it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.76it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.61it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.17it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.04it/s, v_num=ld_0, val_loss=0.973, train_loss=0.118]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.79it/s, v_num=ld_0, val_loss=1.130, train_loss=0.118]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.51it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 66.06it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 64.52it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.93it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.27it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.76it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.32it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.21it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.87it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.49it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.22it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.11it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.87it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.13it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.92it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.29it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.11it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.18it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.01it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.25it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.10it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.42it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.29it/s, v_num=ld_0, val_loss=1.130, train_loss=0.0569]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.41it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0569]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.14it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 63.70it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 62.44it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.97it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.33it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.96it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.52it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.32it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.94it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.15it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.85it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.03it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.78it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.15it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.95it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.67it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.42it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.24it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.08it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.26it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.11it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.66it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.53it/s, v_num=ld_0, val_loss=1.030, train_loss=0.0753]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.01it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0753]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.75it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 66.56it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 65.24it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.35it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.69it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.99it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.54it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.32it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.99it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.91it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.64it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.28it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.04it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.49it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.29it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.55it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.38it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.95it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.79it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.99it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.83it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.37it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.25it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0934]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.88it/s, v_num=ld_0, val_loss=1.280, train_loss=0.0934]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.63it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 68.76it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 67.28it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.08it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.34it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.16it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.68it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.23it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.88it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.64it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.35it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.09it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.87it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.43it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.24it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.82it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.65it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.87it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.71it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.57it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.43it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.05it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.92it/s, v_num=ld_0, val_loss=1.280, train_loss=0.119]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.19it/s, v_num=ld_0, val_loss=1.190, train_loss=0.119]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.92it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 67.71it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 66.34it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.30it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.61it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.44it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.97it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.46it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.07it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.43it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.15it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.41it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.17it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.26it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.05it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.19it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.01it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.13it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.97it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.86it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.71it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.74it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.61it/s, v_num=ld_0, val_loss=1.190, train_loss=0.109]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.04it/s, v_num=ld_0, val_loss=1.360, train_loss=0.109]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.76it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 63.55it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 62.23it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.74it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.10it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.47it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.04it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.03it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.67it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.16it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.91it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.08it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.86it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.45it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.23it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.84it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.66it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.67it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.51it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.85it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.70it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.24it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.11it/s, v_num=ld_0, val_loss=1.360, train_loss=0.0728]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.19it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0728]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.93it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 68.04it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 66.70it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.53it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.85it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.65it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.13it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.66it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.34it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.52it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.26it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.67it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.46it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.38it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.20it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.90it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.72it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.29it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.13it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.53it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.39it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.94it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.81it/s, v_num=ld_0, val_loss=1.230, train_loss=0.0829]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.36it/s, v_num=ld_0, val_loss=1.200, train_loss=0.0829]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.11it/s, v_num=ld_0, val_loss=1.200, train_loss=0.129]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.73it/s, v_num=ld_0, val_loss=1.200, train_loss=0.129]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9617889523506165
      Accuracy_val           0.742514967918396
        val_loss            1.1950525045394897
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 29.24it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 28.78it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 31.98it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 31.71it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 37.04it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 36.91it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 41.49it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 41.36it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 45.02it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 44.87it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 47.65it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 47.55it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 49.71it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 49.62it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 51.27it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 51.18it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.79it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 52.71it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.06it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 53.99it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.36it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.29it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.94it/s, v_num=ld_1, val_loss=2.140]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 48.76it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 60.61it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 59.47it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.88it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.18it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.37it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.92it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.07it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.70it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.53it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.22it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.34it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.11it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.36it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.18it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.76it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.59it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.00it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.84it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.42it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.30it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.03it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.92it/s, v_num=ld_1, val_loss=2.140, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.93it/s, v_num=ld_1, val_loss=1.770, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.69it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 61.57it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 60.41it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.95it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.34it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.21it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.74it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.81it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.49it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.23it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.97it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.88it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.65it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.81it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.62it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.57it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.40it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.84it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.69it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.14it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.01it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.65it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.53it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.93it/s, v_num=ld_1, val_loss=1.460, train_loss=1.880]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.67it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 67.86it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 66.52it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.81it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.15it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.95it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.51it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.41it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.09it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.95it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.68it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.06it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.82it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.28it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.08it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.22it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.05it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.87it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.70it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.06it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.91it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.31it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.18it/s, v_num=ld_1, val_loss=1.460, train_loss=1.540]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.84it/s, v_num=ld_1, val_loss=1.250, train_loss=1.540]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.46it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 67.29it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 65.74it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.59it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.82it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.74it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.27it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.93it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.58it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.21it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.93it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.47it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.24it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.76it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.56it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.67it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.49it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.68it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.53it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.56it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.42it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.89it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.76it/s, v_num=ld_1, val_loss=1.250, train_loss=1.220]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.16it/s, v_num=ld_1, val_loss=1.160, train_loss=1.220]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.90it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 62.01it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 60.18it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.36it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.68it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.66it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.17it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.47it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.12it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.73it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.45it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.11it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.88it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.04it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.86it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.21it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.03it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.16it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.01it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.25it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.11it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.44it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.32it/s, v_num=ld_1, val_loss=1.160, train_loss=0.916]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.83it/s, v_num=ld_1, val_loss=1.230, train_loss=0.916]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.58it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 62.10it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 60.72it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.96it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.26it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.32it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.85it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.25it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.89it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.23it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.93it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.82it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.58it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.77it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.57it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.84it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.66it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.91it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.74it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.92it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.77it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.00it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.86it/s, v_num=ld_1, val_loss=1.230, train_loss=0.706]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.70it/s, v_num=ld_1, val_loss=1.290, train_loss=0.706]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.39it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 58.94it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 57.72it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.79it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.13it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.72it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.24it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.97it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.63it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.40it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.13it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.64it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.41it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.93it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.73it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.94it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.76it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.19it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.04it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.45it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.31it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.71it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.59it/s, v_num=ld_1, val_loss=1.290, train_loss=0.473]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.83it/s, v_num=ld_1, val_loss=1.210, train_loss=0.473]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.59it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 58.12it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 56.72it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.19it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.47it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.70it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.21it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.69it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.33it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.83it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.55it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.16it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.93it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.44it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.24it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.34it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.16it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.18it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.02it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.23it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.09it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.51it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.38it/s, v_num=ld_1, val_loss=1.210, train_loss=0.372]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.87it/s, v_num=ld_1, val_loss=1.490, train_loss=0.372]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.62it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 62.55it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 61.15it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.48it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.73it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.15it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.70it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.63it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.28it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.19it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.91it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.19it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.95it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 62.46it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 62.25it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.40it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.22it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.87it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.71it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.96it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.82it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.35it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.22it/s, v_num=ld_1, val_loss=1.490, train_loss=0.426]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.57it/s, v_num=ld_1, val_loss=1.210, train_loss=0.426]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.32it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 62.12it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 60.80it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.95it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.25it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.24it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.78it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.17it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.82it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.90it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.60it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.00it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.76it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.24it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.04it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.18it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.99it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.21it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.04it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.10it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.96it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.57it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.44it/s, v_num=ld_1, val_loss=1.210, train_loss=0.340]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.80it/s, v_num=ld_1, val_loss=1.520, train_loss=0.340]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.56it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 63.00it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 61.62it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.24it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.51it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.23it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.73it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.44it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.06it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.30it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.02it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.44it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.21it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.67it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.48it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.63it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.45it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.74it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.58it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.88it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.73it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.86it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.73it/s, v_num=ld_1, val_loss=1.520, train_loss=0.264]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.99it/s, v_num=ld_1, val_loss=1.180, train_loss=0.264]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.74it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 63.15it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 61.78it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.57it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.84it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.22it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.69it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.20it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.72it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.80it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.52it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.51it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.28it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.66it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.45it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.58it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.40it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.60it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.43it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.60it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.41it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.54it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.40it/s, v_num=ld_1, val_loss=1.180, train_loss=0.250]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.54it/s, v_num=ld_1, val_loss=1.530, train_loss=0.250]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.29it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 59.50it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 58.11it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.39it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.68it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.12it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.56it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.36it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.04it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.09it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.82it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.10it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.87it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.42it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.23it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.71it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.55it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.87it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.71it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.04it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.90it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.85it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.73it/s, v_num=ld_1, val_loss=1.530, train_loss=0.239]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.10it/s, v_num=ld_1, val_loss=1.250, train_loss=0.239]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.87it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 57.96it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 56.60it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.86it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.13it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.81it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.32it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.56it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.21it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.70it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.41it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.89it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.66it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.95it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.76it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.88it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.70it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.01it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.86it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.93it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.79it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.05it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.92it/s, v_num=ld_1, val_loss=1.250, train_loss=0.152]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.42it/s, v_num=ld_1, val_loss=1.180, train_loss=0.152]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.18it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 59.28it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 57.83it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.10it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.46it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.27it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.84it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.13it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 59.79it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.34it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.06it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.61it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.38it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.94it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.74it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.13it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.95it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.95it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.79it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.02it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.88it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.35it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.23it/s, v_num=ld_1, val_loss=1.180, train_loss=0.115]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.77it/s, v_num=ld_1, val_loss=1.370, train_loss=0.115]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.52it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 60.59it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 59.25it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.28it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.59it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.79it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.34it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.17it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.83it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.42it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.13it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.53it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.28it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.48it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.28it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.44it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.19it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.27it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.10it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.97it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.84it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.40it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.28it/s, v_num=ld_1, val_loss=1.370, train_loss=0.0822]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.58it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0822]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.34it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 62.76it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 61.32it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.71it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.97it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.58it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.11it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.73it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.37it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.27it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.00it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.64it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.41it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.65it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.44it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.59it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.41it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.77it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.61it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.89it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.75it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.97it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.84it/s, v_num=ld_1, val_loss=1.300, train_loss=0.0992]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.23it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0992]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.97it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 62.33it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 61.00it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.68it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.96it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.02it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.53it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.23it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.85it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.05it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.75it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.14it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.89it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.90it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.70it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.95it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.76it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.70it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.52it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.62it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.47it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.97it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.84it/s, v_num=ld_1, val_loss=1.330, train_loss=0.091]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.91it/s, v_num=ld_1, val_loss=1.840, train_loss=0.091]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.67it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 62.69it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 61.21it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.61it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.85it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.28it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.75it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.17it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.81it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.69it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.38it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.34it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 61.10it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.57it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.37it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.69it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.51it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.81it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.65it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.81it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.67it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.13it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.00it/s, v_num=ld_1, val_loss=1.840, train_loss=0.0415]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.32it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0415]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.08it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0291]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.72it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0291]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9592759609222412
      Accuracy_val          0.7664670944213867
        val_loss            1.4620652198791504
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 27.13it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 26.61it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 29.52it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 29.29it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 35.35it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 35.14it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 39.17it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 39.03it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 42.09it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 41.96it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 44.06it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 43.94it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 45.62it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 45.51it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 46.77it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 46.66it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 47.84it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 47.75it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 48.85it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 48.76it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.64it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.55it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 43.40it/s, v_num=ld_2, val_loss=2.140]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 43.24it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 60.21it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 58.87it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.10it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.31it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.04it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.57it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.64it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 60.29it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.80it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.51it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.70it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.47it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.82it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.61it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.82it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.64it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.88it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.72it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.24it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.09it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.55it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.43it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.12it/s, v_num=ld_2, val_loss=1.870, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.88it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 59.31it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 57.95it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.63it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.96it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 59.46it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.91it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.56it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.21it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.33it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.01it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 58.08it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.85it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.54it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.34it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.78it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 58.62it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.91it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 58.77it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.09it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 58.95it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.04it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.91it/s, v_num=ld_2, val_loss=1.870, train_loss=1.920]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.68it/s, v_num=ld_2, val_loss=1.580, train_loss=1.920]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 51.45it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 61.82it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 60.40it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.50it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.75it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.71it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.20it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.66it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.30it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.24it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.95it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.24it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.01it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.24it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.03it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.15it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.98it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.25it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 60.09it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.18it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 60.04it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.45it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.33it/s, v_num=ld_2, val_loss=1.580, train_loss=1.550]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.66it/s, v_num=ld_2, val_loss=1.300, train_loss=1.550]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.42it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 61.40it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 60.03it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 61.60it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.89it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.46it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.97it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.40it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.03it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.34it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.04it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.89it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.66it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.16it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 60.96it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.45it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 61.27it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.51it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.35it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.49it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 61.34it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.71it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.58it/s, v_num=ld_2, val_loss=1.300, train_loss=1.230]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 54.08it/s, v_num=ld_2, val_loss=1.380, train_loss=1.230]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.83it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 57.56it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 56.26it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.16it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 57.50it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 58.28it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.61it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.46it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.14it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.18it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 58.92it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.49it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.17it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.95it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 59.77it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.78it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 59.61it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.22it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 59.07it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.71it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 59.58it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.30it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.19it/s, v_num=ld_2, val_loss=1.380, train_loss=0.998]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 53.17it/s, v_num=ld_2, val_loss=1.100, train_loss=0.998]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 52.94it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 66.05it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 64.76it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.38it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.71it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.07it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.59it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.57it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.23it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.83it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.55it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.13it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.88it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.01it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.80it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 65.14it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.95it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.02it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.86it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.22it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.08it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.69it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.57it/s, v_num=ld_2, val_loss=1.100, train_loss=0.822]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.16it/s, v_num=ld_2, val_loss=1.040, train_loss=0.822]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.89it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 65.26it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 63.97it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.45it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.80it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.28it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.85it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.31it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.96it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.77it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.51it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.12it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.90it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.23it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.02it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.34it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.17it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.47it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.32it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.27it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.13it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.69it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.57it/s, v_num=ld_2, val_loss=1.040, train_loss=0.669]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.89it/s, v_num=ld_2, val_loss=1.190, train_loss=0.669]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.62it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 64.28it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 62.97it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.16it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.53it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.84it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.41it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.52it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.17it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.69it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.42it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.81it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.58it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.89it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.70it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.09it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.91it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.94it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.79it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.01it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.87it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.89it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.76it/s, v_num=ld_2, val_loss=1.190, train_loss=0.548]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.29it/s, v_num=ld_2, val_loss=1.320, train_loss=0.548]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.04it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 67.68it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 66.38it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.16it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.50it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.56it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.11it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.63it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.27it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.51it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.24it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.05it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.82it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.15it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.96it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.20it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.03it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.36it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.20it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.43it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.29it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.78it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.65it/s, v_num=ld_2, val_loss=1.320, train_loss=0.524]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.43it/s, v_num=ld_2, val_loss=1.230, train_loss=0.524]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.16it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 65.31it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 64.09it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.69it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.08it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.63it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.20it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.28it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.95it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.36it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.07it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.25it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.01it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.35it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.15it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.64it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.47it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.87it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.72it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.10it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.96it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.36it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.24it/s, v_num=ld_2, val_loss=1.230, train_loss=0.536]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.17it/s, v_num=ld_2, val_loss=1.480, train_loss=0.536]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.92it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 63.20it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 61.92it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.26it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.64it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.33it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.89it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.91it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.57it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.28it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.00it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.27it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.04it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.44it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.25it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.30it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.12it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.50it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.35it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.67it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.53it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.13it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.00it/s, v_num=ld_2, val_loss=1.480, train_loss=0.427]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.90it/s, v_num=ld_2, val_loss=1.400, train_loss=0.427]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.63it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 67.34it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 66.07it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.71it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.04it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.38it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.94it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.61it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.26it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.69it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.42it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.82it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.59it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.32it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.11it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.94it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.77it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.34it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.18it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.49it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.34it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.85it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.73it/s, v_num=ld_2, val_loss=1.400, train_loss=0.445]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.25it/s, v_num=ld_2, val_loss=1.170, train_loss=0.445]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.99it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 66.43it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 65.10it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.30it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.67it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.11it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.69it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.64it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.31it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.83it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.57it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.14it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.91it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.31it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.12it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.41it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.24it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.45it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.29it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.18it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.04it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.45it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.25it/s, v_num=ld_2, val_loss=1.170, train_loss=0.350]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.73it/s, v_num=ld_2, val_loss=1.150, train_loss=0.350]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.46it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 67.46it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 66.14it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.55it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.85it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.57it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.09it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.72it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.35it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.82it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.55it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.11it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.89it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.58it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.38it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.64it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.46it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.73it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.57it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.78it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.63it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.82it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.70it/s, v_num=ld_2, val_loss=1.150, train_loss=0.201]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.23it/s, v_num=ld_2, val_loss=1.280, train_loss=0.201]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.97it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 69.10it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 67.75it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.11it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.42it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.74it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.27it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.54it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.18it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.40it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.11it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.62it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.38it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.62it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.40it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.92it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.73it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.78it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.58it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.55it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.42it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.93it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.81it/s, v_num=ld_2, val_loss=1.280, train_loss=0.130]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.91it/s, v_num=ld_2, val_loss=1.400, train_loss=0.130]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.66it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 66.62it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 65.21it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.61it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.94it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.38it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.93it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.43it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.09it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.70it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.41it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.21it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.97it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.44it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.24it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.47it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.30it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.55it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.38it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.71it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.57it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.17it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.05it/s, v_num=ld_2, val_loss=1.400, train_loss=0.102]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.51it/s, v_num=ld_2, val_loss=1.670, train_loss=0.102]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.24it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 63.14it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 61.90it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.12it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.46it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.58it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.06it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.57it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.21it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.49it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.19it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.59it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.34it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.74it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 64.54it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.65it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.47it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.08it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.93it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.14it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.99it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.45it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.32it/s, v_num=ld_2, val_loss=1.670, train_loss=0.0575]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.04it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0575]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 56.77it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 66.30it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 64.99it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.27it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.59it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.88it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.40it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.76it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.42it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.00it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.72it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.48it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.23it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.36it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.15it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.44it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.27it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.28it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.12it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.15it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.00it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.51it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.38it/s, v_num=ld_2, val_loss=1.550, train_loss=0.0888]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.97it/s, v_num=ld_2, val_loss=1.850, train_loss=0.0888]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.70it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 67.82it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 66.50it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.39it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.71it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.65it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.20it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.33it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.99it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.75it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.48it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.16it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.94it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.30it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.11it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.45it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.27it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.75it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.60it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.40it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.25it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.62it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.49it/s, v_num=ld_2, val_loss=1.850, train_loss=0.106]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.79it/s, v_num=ld_2, val_loss=1.710, train_loss=0.106]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.52it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 66.49it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 65.23it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.32it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.68it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.98it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.52it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.24it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.86it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.25it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.98it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.40it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.14it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.46it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.26it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.43it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.26it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.68it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.52it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.80it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.66it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.80it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.67it/s, v_num=ld_2, val_loss=1.710, train_loss=0.102]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.64it/s, v_num=ld_2, val_loss=1.580, train_loss=0.102]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.38it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 66.70it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 65.37it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.20it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.53it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.42it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.96it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.83it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.48it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.13it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.84it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.05it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.82it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.31it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.12it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.63it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.46it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.88it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.72it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.01it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.87it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.43it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.30it/s, v_num=ld_2, val_loss=1.580, train_loss=0.0829]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.50it/s, v_num=ld_2, val_loss=2.050, train_loss=0.0829]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.23it/s, v_num=ld_2, val_loss=2.050, train_loss=0.0551]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.85it/s, v_num=ld_2, val_loss=2.050, train_loss=0.0551]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val            0.939468264579773
      Accuracy_val          0.6927710771560669
        val_loss            2.0467865467071533
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
Running model ActivationFusion

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 53.62it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 52.64it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.80it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.29it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.08it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.70it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.05it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.75it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.75it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.50it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.74it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.53it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.20it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.01it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.73it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.56it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.28it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.14it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.71it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.58it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.02it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.90it/s, v_num=ld_0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.07it/s, v_num=ld_0, val_loss=2.130]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.80it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 70.67it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 69.25it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.77it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.06it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.27it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.77it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.07it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.69it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.29it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.99it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.56it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.31it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.67it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.46it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.91it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.70it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.95it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.78it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.97it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.81it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.73it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.57it/s, v_num=ld_0, val_loss=2.130, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.58it/s, v_num=ld_0, val_loss=1.760, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.26it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 65.71it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 64.35it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.55it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.85it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.43it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.97it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.94it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.57it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.54it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.26it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.84it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.59it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.33it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.12it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.51it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.33it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.76it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.61it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.95it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.80it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.43it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.29it/s, v_num=ld_0, val_loss=1.760, train_loss=1.870]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.99it/s, v_num=ld_0, val_loss=1.680, train_loss=1.870]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.69it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 71.10it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 69.66it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.54it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.82it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.27it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.78it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.80it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.43it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.38it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.08it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.62it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.35it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.74it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.52it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.34it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.13it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.23it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.05it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.26it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.11it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.67it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.54it/s, v_num=ld_0, val_loss=1.680, train_loss=1.430]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.87it/s, v_num=ld_0, val_loss=1.320, train_loss=1.430]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.56it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 70.63it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 69.14it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.72it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.97it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.72it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.22it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.24it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.86it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.57it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.27it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.00it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.76it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.30it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.00it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.52it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.34it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.33it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.16it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.49it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.34it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.86it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.73it/s, v_num=ld_0, val_loss=1.320, train_loss=1.060]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.96it/s, v_num=ld_0, val_loss=1.480, train_loss=1.060]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.65it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 71.37it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 69.75it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.09it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.36it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.42it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.91it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.05it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.69it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.49it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.17it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.78it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.53it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.07it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.86it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.26it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.08it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.48it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.31it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.98it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.82it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.19it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.06it/s, v_num=ld_0, val_loss=1.480, train_loss=0.729]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.15it/s, v_num=ld_0, val_loss=1.180, train_loss=0.729]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.85it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 71.20it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 69.79it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.28it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.54it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.84it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.34it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.98it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.59it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.30it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.00it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.45it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.19it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.39it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.16it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.31it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.11it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.36it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.19it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.34it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.19it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.42it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.29it/s, v_num=ld_0, val_loss=1.180, train_loss=0.674]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.50it/s, v_num=ld_0, val_loss=1.210, train_loss=0.674]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.18it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 72.64it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 71.17it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.16it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.39it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.15it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.63it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.92it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.53it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.72it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.40it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.47it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.21it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.77it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.55it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.93it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.74it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.99it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.81it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.86it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.70it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.06it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.91it/s, v_num=ld_0, val_loss=1.210, train_loss=0.515]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.81it/s, v_num=ld_0, val_loss=1.340, train_loss=0.515]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.51it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 72.70it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 71.22it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.23it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.47it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.44it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.94it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.21it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.84it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.29it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.98it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.89it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.62it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.00it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.78it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.25it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.06it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.45it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.28it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.64it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.49it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.97it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.84it/s, v_num=ld_0, val_loss=1.340, train_loss=0.352]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.96it/s, v_num=ld_0, val_loss=1.730, train_loss=0.352]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.64it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 68.92it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 67.34it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.04it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.26it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.41it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.90it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.50it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.02it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.04it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.69it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.86it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.57it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.71it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.49it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.61it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.41it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.01it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.84it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.28it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.13it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.70it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.54it/s, v_num=ld_0, val_loss=1.730, train_loss=0.255]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.42it/s, v_num=ld_0, val_loss=1.460, train_loss=0.255]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.08it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 66.51it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 65.21it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.51it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.81it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.17it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.64it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.93it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.55it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.58it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.26it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.91it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.65it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.18it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.94it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.23it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.04it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.26it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.10it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.68it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.53it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.20it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.05it/s, v_num=ld_0, val_loss=1.460, train_loss=0.276]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.66it/s, v_num=ld_0, val_loss=1.410, train_loss=0.276]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.37it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 71.98it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 70.52it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.02it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.29it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.70it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.20it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.57it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.19it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.63it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.33it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.12it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.87it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.26it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.03it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.30it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.10it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.92it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.73it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.10it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.91it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.81it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.65it/s, v_num=ld_0, val_loss=1.410, train_loss=0.221]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.24it/s, v_num=ld_0, val_loss=1.450, train_loss=0.221]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.95it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 71.28it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 69.80it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.49it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.75it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.03it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.53it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.26it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.86it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.50it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.19it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.76it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.51it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.10it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.88it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.34it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.15it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.56it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.39it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.72it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.56it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.68it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.53it/s, v_num=ld_0, val_loss=1.450, train_loss=0.164]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.59it/s, v_num=ld_0, val_loss=1.620, train_loss=0.164]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.27it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 69.00it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 67.60it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.65it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.86it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.41it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.91it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.53it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.15it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.45it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.16it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.23it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.98it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.44it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.22it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.30it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.11it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.66it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.50it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.92it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.76it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.10it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.95it/s, v_num=ld_0, val_loss=1.620, train_loss=0.105]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.41it/s, v_num=ld_0, val_loss=2.220, train_loss=0.105]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.10it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 70.10it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 68.71it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.19it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.48it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.11it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.61it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.16it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.76it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.13it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.81it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.16it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.89it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.27it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.04it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.98it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.78it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.16it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.99it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.19it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.01it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.14it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.99it/s, v_num=ld_0, val_loss=2.220, train_loss=0.141]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.03it/s, v_num=ld_0, val_loss=1.530, train_loss=0.141]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.72it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 71.42it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 69.96it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.68it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.92it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.68it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.19it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.98it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.59it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.13it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.81it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.12it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.84it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.10it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.87it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.13it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.93it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.92it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.75it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.02it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.86it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.32it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.18it/s, v_num=ld_0, val_loss=1.530, train_loss=0.171]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.26it/s, v_num=ld_0, val_loss=1.660, train_loss=0.171]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.91it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 66.53it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 64.85it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.78it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.97it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.90it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.39it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.02it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.65it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.43it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.14it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.90it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.58it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.22it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.02it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.91it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.72it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.23it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.05it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.28it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.14it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.85it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.72it/s, v_num=ld_0, val_loss=1.660, train_loss=0.117]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.43it/s, v_num=ld_0, val_loss=1.610, train_loss=0.117]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.14it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 68.82it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 67.46it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.85it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.13it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.98it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.49it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.92it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.54it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.44it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.14it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.95it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.70it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.27it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.05it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.55it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.36it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.68it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.51it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.74it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.56it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.66it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.52it/s, v_num=ld_0, val_loss=1.610, train_loss=0.0563]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.67it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0563]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.35it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 71.19it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 69.76it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.98it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.24it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.37it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.85it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.09it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.67it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.67it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.33it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.95it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.69it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.15it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.92it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.02it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.81it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.93it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.74it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.95it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.79it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.21it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.05it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0301]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.35it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0301]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.04it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 69.08it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 67.71it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.19it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.51it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.93it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.45it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.69it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.32it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.38it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.08it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.92it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.69it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.19it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.98it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.21it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.02it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.93it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.67it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.53it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.35it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.66it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.49it/s, v_num=ld_0, val_loss=1.840, train_loss=0.0624]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.81it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0624]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.48it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 64.26it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 62.74it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.97it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.27it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.83it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.39it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.35it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.00it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.41it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.14it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.20it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.97it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.69it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.47it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.98it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.79it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.05it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.88it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.38it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.22it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.75it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.59it/s, v_num=ld_0, val_loss=1.830, train_loss=0.0371]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.15it/s, v_num=ld_0, val_loss=1.880, train_loss=0.0371]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.85it/s, v_num=ld_0, val_loss=1.880, train_loss=0.0171]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.43it/s, v_num=ld_0, val_loss=1.880, train_loss=0.0171]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9400997757911682
      Accuracy_val           0.71856290102005
        val_loss             1.882309913635254
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 28.50it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 28.00it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 32.29it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 32.00it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 37.44it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 37.28it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 41.92it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 41.77it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 45.24it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 45.10it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 47.96it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 47.83it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 49.82it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 49.70it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 51.64it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 51.53it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.20it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.10it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.53it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.44it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.79it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.70it/s, v_num=ld_1]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.64it/s, v_num=ld_1, val_loss=2.040]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.45it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 66.10it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 64.79it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.10it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.38it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.86it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.38it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.14it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.78it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.78it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.48it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.10it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.85it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.98it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.75it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.22it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.02it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.92it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.73it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.80it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.63it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.02it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.87it/s, v_num=ld_1, val_loss=2.040, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.61it/s, v_num=ld_1, val_loss=1.690, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.33it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 66.38it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 64.66it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.92it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 62.20it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.54it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.05it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.32it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.92it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.42it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 63.09it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.13it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.83it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 63.17it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 62.95it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.93it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 62.69it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.55it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 63.41it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.25it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 64.12it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.03it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.91it/s, v_num=ld_1, val_loss=1.690, train_loss=1.770]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.55it/s, v_num=ld_1, val_loss=1.450, train_loss=1.770]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 57.29it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 68.26it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 66.92it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.09it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.39it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.36it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.90it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.51it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.13it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.05it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.76it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.42it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.17it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.63it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.42it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.91it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.73it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.89it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.73it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.19it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.04it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.59it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.45it/s, v_num=ld_1, val_loss=1.450, train_loss=1.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.90it/s, v_num=ld_1, val_loss=1.270, train_loss=1.400]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.60it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 70.65it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 69.25it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.57it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.83it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.47it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.95it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.85it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.47it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.75it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.43it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.85it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.57it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.33it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.06it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.72it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.50it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.53it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.33it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.09it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.92it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.30it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.15it/s, v_num=ld_1, val_loss=1.270, train_loss=1.020]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.83it/s, v_num=ld_1, val_loss=1.300, train_loss=1.020]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.51it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 68.34it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 66.94it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.95it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.23it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.22it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.72it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.81it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.42it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.51it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.20it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.72it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.44it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.98it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.76it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.23it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.04it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.47it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.31it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.73it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.58it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.82it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.68it/s, v_num=ld_1, val_loss=1.300, train_loss=0.795]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.14it/s, v_num=ld_1, val_loss=1.180, train_loss=0.795]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.84it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 67.17it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 65.85it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.75it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.04it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.82it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.33it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.03it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.64it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.07it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.77it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.77it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.53it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.27it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.07it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.75it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.55it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.03it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.86it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.05it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.89it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.41it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.27it/s, v_num=ld_1, val_loss=1.180, train_loss=0.647]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.89it/s, v_num=ld_1, val_loss=1.130, train_loss=0.647]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.59it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 71.70it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 70.23it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.46it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.74it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.24it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.72it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.34it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.95it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.62it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.30it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.24it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.95it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.86it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.61it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.13it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.93it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.35it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.18it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.59it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.44it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.95it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.81it/s, v_num=ld_1, val_loss=1.130, train_loss=0.522]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.11it/s, v_num=ld_1, val_loss=1.120, train_loss=0.522]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.80it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 69.70it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 68.31it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.61it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.84it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.05it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.56it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.13it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.70it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.28it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.96it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.22it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.95it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.68it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.47it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.14it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.95it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.23it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.07it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.63it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.48it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.13it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.00it/s, v_num=ld_1, val_loss=1.120, train_loss=0.427]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.80it/s, v_num=ld_1, val_loss=1.070, train_loss=0.427]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.51it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 69.96it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 68.51it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.29it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.51it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.62it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.14it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.20it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.84it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.82it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.53it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.82it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.50it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.44it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.21it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.45it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.24it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.56it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.39it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.41it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.23it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.79it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.65it/s, v_num=ld_1, val_loss=1.070, train_loss=0.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.87it/s, v_num=ld_1, val_loss=1.040, train_loss=0.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.54it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 68.82it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 67.36it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.35it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.61it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.73it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.27it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.33it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.95it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.06it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.78it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.73it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.49it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.27it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.07it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.40it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.20it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.55it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.38it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.67it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.52it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.77it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.64it/s, v_num=ld_1, val_loss=1.040, train_loss=0.208]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.39it/s, v_num=ld_1, val_loss=1.390, train_loss=0.208]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.11it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 71.99it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 70.53it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.41it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.66it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.70it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.17it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.10it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.72it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.94it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.44it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.14it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.89it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.26it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.04it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.07it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.86it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.20it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.03it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.28it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.13it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.65it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.51it/s, v_num=ld_1, val_loss=1.390, train_loss=0.274]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.64it/s, v_num=ld_1, val_loss=1.230, train_loss=0.274]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.33it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 72.88it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 71.39it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.98it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.22it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.08it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.57it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.75it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.35it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.66it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.35it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.30it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.04it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.46it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.25it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.68it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.49it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.71it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.53it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.78it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.62it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.07it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.93it/s, v_num=ld_1, val_loss=1.230, train_loss=0.158]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.98it/s, v_num=ld_1, val_loss=1.220, train_loss=0.158]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.66it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 71.39it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 69.75it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.46it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.73it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.94it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.44it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.00it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.63it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.35it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.05it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.15it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.90it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.20it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.98it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.68it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.48it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.02it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.85it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.98it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.83it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.31it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.17it/s, v_num=ld_1, val_loss=1.220, train_loss=0.174]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.80it/s, v_num=ld_1, val_loss=1.210, train_loss=0.174]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.50it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 68.03it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 66.68it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.63it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.93it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.22it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.75it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.09it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.73it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.63it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.34it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.08it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.83it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.07it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.85it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.29it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.10it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.89it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.70it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.48it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.30it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.65it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.51it/s, v_num=ld_1, val_loss=1.210, train_loss=0.423]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.07it/s, v_num=ld_1, val_loss=1.440, train_loss=0.423]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.77it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 71.66it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 70.19it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.00it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.26it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.38it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.87it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.72it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.34it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.03it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.72it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.11it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.84it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.92it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.67it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.57it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.35it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.22it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.02it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.77it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.60it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.94it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.80it/s, v_num=ld_1, val_loss=1.440, train_loss=0.316]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.29it/s, v_num=ld_1, val_loss=0.912, train_loss=0.316]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.00it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 71.77it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 70.32it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.48it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.73it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.15it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.59it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.84it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.42it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.06it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.74it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.22it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.93it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.24it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.01it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.03it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.83it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.11it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.94it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.23it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.07it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.33it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.20it/s, v_num=ld_1, val_loss=0.912, train_loss=0.299]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.52it/s, v_num=ld_1, val_loss=1.210, train_loss=0.299]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.20it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 71.43it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 69.92it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.71it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.95it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.68it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.13it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.73it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.34it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.78it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.46it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.31it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.06it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.55it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.33it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.85it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.66it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.05it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.89it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.20it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.05it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.60it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.46it/s, v_num=ld_1, val_loss=1.210, train_loss=0.133]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.61it/s, v_num=ld_1, val_loss=1.280, train_loss=0.133]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.32it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 72.34it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 70.87it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.53it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.77it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.49it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.96it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.24it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.71it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.33it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.96it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.38it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.07it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.75it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.49it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.08it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.86it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.18it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.00it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.11it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.95it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.37it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.22it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0795]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.34it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0795]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.05it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 67.18it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 65.70it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.51it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.77it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.48it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.99it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.29it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 65.92it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.98it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.67it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.54it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.27it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.52it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.31it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.09it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.90it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.41it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.24it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.72it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.57it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.15it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.01it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0431]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.12it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0431]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.83it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 70.53it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 69.11it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.57it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.84it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.60it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.12it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.81it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.43it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.70it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.39it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.86it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.60it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.07it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.84it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.99it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.78it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.65it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.46it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.48it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.30it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.13it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.93it/s, v_num=ld_1, val_loss=1.510, train_loss=0.0479]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.12it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0479]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.81it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 68.72it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 67.14it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.57it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.77it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.39it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.85it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.78it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.42it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.10it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.82it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.68it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.44it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.04it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.82it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.38it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.20it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.71it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.54it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.67it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.52it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.19it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.07it/s, v_num=ld_1, val_loss=1.420, train_loss=0.0649]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.87it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0649]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.59it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 70.95it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 69.34it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.22it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.44it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.77it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.25it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.03it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.63it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.53it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.20it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.20it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.94it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.15it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.94it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.58it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.40it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.66it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.48it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.86it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.71it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.95it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.80it/s, v_num=ld_1, val_loss=1.550, train_loss=0.0879]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.29it/s, v_num=ld_1, val_loss=1.790, train_loss=0.0879]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.00it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 72.07it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 70.61it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.63it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.90it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.24it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.74it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.49it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.11it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.46it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.14it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.91it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.65it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.99it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.77it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.18it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.99it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.38it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.21it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.39it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.23it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.62it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.48it/s, v_num=ld_1, val_loss=1.790, train_loss=0.065]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.69it/s, v_num=ld_1, val_loss=1.910, train_loss=0.065]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.37it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 72.32it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 70.70it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.83it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.10it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.18it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.68it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.68it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.27it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.41it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.08it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.57it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.31it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.04it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.72it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.35it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.14it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.73it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.53it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.20it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.02it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.06it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.91it/s, v_num=ld_1, val_loss=1.910, train_loss=0.106]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.36it/s, v_num=ld_1, val_loss=1.860, train_loss=0.106]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.05it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 62.48it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 60.97it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 60.72it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 59.91it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 62.25it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.80it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.65it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 63.32it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.04it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.78it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.00it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.77it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.92it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.69it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.19it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.00it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.28it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.10it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.17it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.00it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.47it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.31it/s, v_num=ld_1, val_loss=1.860, train_loss=0.117]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.47it/s, v_num=ld_1, val_loss=1.870, train_loss=0.117]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.19it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 69.74it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 68.33it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.32it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.60it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.68it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.20it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.35it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.98it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.94it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.65it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.35it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.10it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.70it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.49it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.93it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.72it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.01it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.84it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.79it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.63it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.04it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.90it/s, v_num=ld_1, val_loss=1.870, train_loss=0.106]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.16it/s, v_num=ld_1, val_loss=1.640, train_loss=0.106]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.86it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 71.01it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 69.58it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.93it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.20it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.59it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.09it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.95it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.56it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.31it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.99it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.37it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.10it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.53it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.30it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.26it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.05it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.36it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.19it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.41it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.25it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.15it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.00it/s, v_num=ld_1, val_loss=1.640, train_loss=0.292]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.19it/s, v_num=ld_1, val_loss=1.550, train_loss=0.292]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.88it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 71.51it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 70.07it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.07it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.32it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.20it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.69it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.82it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.44it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.01it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.70it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.36it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.10it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.59it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.37it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.79it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.60it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.96it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.80it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.16it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.00it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.54it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.40it/s, v_num=ld_1, val_loss=1.550, train_loss=0.206]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.67it/s, v_num=ld_1, val_loss=1.410, train_loss=0.206]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.37it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 71.78it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 70.35it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.93it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.16it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.03it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.54it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.47it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.09it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.09it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.78it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.24it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.97it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.40it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.18it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.26it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.06it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.33it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.16it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.41it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.25it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.66it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.52it/s, v_num=ld_1, val_loss=1.410, train_loss=0.216]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.59it/s, v_num=ld_1, val_loss=1.200, train_loss=0.216]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.30it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 72.52it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 71.03it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.82it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.00it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.44it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.92it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.15it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.75it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.52it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.22it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.95it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.70it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.26it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.05it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.60it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.41it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.06it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.90it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.09it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.94it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.49it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.35it/s, v_num=ld_1, val_loss=1.200, train_loss=0.177]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.75it/s, v_num=ld_1, val_loss=1.190, train_loss=0.177]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.46it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0647]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.01it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0647]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val            0.959659218788147
      Accuracy_val          0.7485029697418213
        val_loss            1.1896486282348633
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

Training: |          | 0/? [00:00<?, ?it/s]
Training:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 29.64it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 29.13it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 32.86it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 32.55it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 37.63it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 37.49it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 42.35it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 42.20it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 45.18it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 45.04it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 47.74it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 47.62it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 49.90it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 49.78it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 51.74it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 51.63it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.28it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 53.19it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.61it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 54.52it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.62it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.53it/s, v_num=ld_2]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.54it/s, v_num=ld_2, val_loss=2.130]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 49.36it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 70.57it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 69.17it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.94it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.22it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.40it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.92it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.81it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.43it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.06it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.75it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.91it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.66it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.94it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.71it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.77it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.58it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.83it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.66it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.61it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.44it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.36it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.21it/s, v_num=ld_2, val_loss=2.130, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.73it/s, v_num=ld_2, val_loss=1.330, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.42it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 69.89it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 68.39it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.16it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.43it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.63it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.15it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.31it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.95it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.61it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.32it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.46it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.22it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.72it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.51it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.04it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.86it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.27it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.11it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.46it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.32it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.63it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.50it/s, v_num=ld_2, val_loss=1.330, train_loss=1.890]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.93it/s, v_num=ld_2, val_loss=1.230, train_loss=1.890]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.63it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 70.09it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 68.67it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.49it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.79it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.84it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.35it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.33it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.95it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.92it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.60it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.66it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.40it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.65it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.43it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.59it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.41it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.54it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.37it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.46it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.31it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.72it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.59it/s, v_num=ld_2, val_loss=1.230, train_loss=1.420]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.33it/s, v_num=ld_2, val_loss=1.060, train_loss=1.420]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.05it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 71.13it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 69.72it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.32it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.58it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.28it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.80it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.75it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.38it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.26it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.95it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.43it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.15it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.64it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.43it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.50it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.30it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.32it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.15it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.28it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.09it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.87it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.71it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.25it/s, v_num=ld_2, val_loss=1.060, train_loss=1.220]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.94it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 64.94it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 63.29it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.75it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.00it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.12it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.64it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.53it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.20it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.21it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.91it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.73it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.49it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.32it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.12it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.70it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.52it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.94it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.76it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.63it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.46it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.70it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.55it/s, v_num=ld_2, val_loss=1.060, train_loss=0.894]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.47it/s, v_num=ld_2, val_loss=0.940, train_loss=0.894]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.18it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 68.07it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 66.61it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.29it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.57it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.65it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.12it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.37it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.92it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.46it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.15it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.79it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.52it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.73it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.49it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.57it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.38it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.82it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.66it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.01it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.84it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.88it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.74it/s, v_num=ld_2, val_loss=0.940, train_loss=0.723]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.80it/s, v_num=ld_2, val_loss=1.110, train_loss=0.723]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.51it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 69.25it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 67.83it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.69it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.90it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.61it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.09it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.07it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.65it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.78it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.45it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.04it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.77it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.27it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.05it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.53it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.33it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.76it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.58it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.95it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.79it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.12it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.97it/s, v_num=ld_2, val_loss=1.110, train_loss=0.610]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.51it/s, v_num=ld_2, val_loss=0.874, train_loss=0.610]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.22it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 68.17it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 66.75it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.32it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.58it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.61it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.11it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.07it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.68it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.24it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.95it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.93it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.66it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.31it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.10it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.62it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.43it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.86it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.70it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.85it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.70it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.19it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.06it/s, v_num=ld_2, val_loss=0.874, train_loss=0.609]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.60it/s, v_num=ld_2, val_loss=0.793, train_loss=0.609]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.30it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 71.31it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 69.90it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.59it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.89it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.47it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.99it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.98it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.61it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.13it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.84it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.38it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.14it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.62it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.41it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.93it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.74it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.76it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.59it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.94it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.79it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.32it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.18it/s, v_num=ld_2, val_loss=0.793, train_loss=0.485]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.60it/s, v_num=ld_2, val_loss=0.911, train_loss=0.485]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.30it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 72.59it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 71.05it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.40it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.64it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.16it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.64it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.69it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.32it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.09it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.77it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.04it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.80it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.00it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.77it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.96it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.76it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.51it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.33it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.53it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.37it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.70it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.56it/s, v_num=ld_2, val_loss=0.911, train_loss=0.407]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.88it/s, v_num=ld_2, val_loss=0.839, train_loss=0.407]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.58it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 70.85it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 69.43it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.40it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.67it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.31it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.59it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.25it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.84it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.54it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.24it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.56it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.31it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.50it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.27it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.77it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.59it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.09it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.93it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.01it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.85it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.22it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.07it/s, v_num=ld_2, val_loss=0.839, train_loss=0.321]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.62it/s, v_num=ld_2, val_loss=0.879, train_loss=0.321]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.32it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 66.57it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 65.27it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.55it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.85it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.65it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.17it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.60it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.23it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.97it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.68it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.14it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.90it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.22it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.00it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.03it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.84it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.08it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.90it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.18it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.02it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.94it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.80it/s, v_num=ld_2, val_loss=0.879, train_loss=0.298]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.42it/s, v_num=ld_2, val_loss=1.060, train_loss=0.298]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.13it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 70.61it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 69.21it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.13it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.40it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.83it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.32it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.91it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.53it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.23it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.94it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.61it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.35it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.82it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.60it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.00it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.82it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.15it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.97it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.24it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.09it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.47it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.33it/s, v_num=ld_2, val_loss=1.060, train_loss=0.262]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.64it/s, v_num=ld_2, val_loss=0.941, train_loss=0.262]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.32it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 66.51it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 65.08it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.88it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.18it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.22it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.68it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.87it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 64.50it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.96it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 65.69it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.37it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 66.14it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.88it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.67it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.57it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.39it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.71it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 66.56it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.85it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.69it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.22it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.08it/s, v_num=ld_2, val_loss=0.941, train_loss=0.259]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.98it/s, v_num=ld_2, val_loss=1.110, train_loss=0.259]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.70it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 68.76it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 67.13it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.97it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.23it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.33it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.85it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.93it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.57it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.28it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.97it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.66it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.41it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.08it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.88it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.38it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.19it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.02it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.85it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.24it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.09it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.62it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.48it/s, v_num=ld_2, val_loss=1.110, train_loss=0.142]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.11it/s, v_num=ld_2, val_loss=1.010, train_loss=0.142]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.81it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 69.13it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 67.71it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.92it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.18it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.90it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.39it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.57it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.21it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.98it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.68it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.85it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.59it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.94it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.72it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.09it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.89it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.81it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.63it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.39it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.23it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.64it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.50it/s, v_num=ld_2, val_loss=1.010, train_loss=0.151]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.97it/s, v_num=ld_2, val_loss=1.040, train_loss=0.151]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.69it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 69.47it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 68.09it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.37it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.63it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.97it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.49it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.22it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.84it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.75it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.46it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.12it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.88it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.43it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.22it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.69it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.51it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.76it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.59it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.96it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.82it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.97it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.84it/s, v_num=ld_2, val_loss=1.040, train_loss=0.0689]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.31it/s, v_num=ld_2, val_loss=1.120, train_loss=0.0689]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.00it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 69.75it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 68.36it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.83it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.11it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.38it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.85it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.28it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.87it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.93it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.60it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.36it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.10it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.16it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.94it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.34it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.16it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.52it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.34it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.56it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.41it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.88it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.75it/s, v_num=ld_2, val_loss=1.120, train_loss=0.129]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.21it/s, v_num=ld_2, val_loss=1.100, train_loss=0.129]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.92it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 69.71it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 68.24it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.68it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.98it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.74it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.23it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.16it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.78it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.40it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.06it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.88it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.60it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.61it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.38it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.29it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.09it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.48it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.30it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.57it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.42it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.95it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.81it/s, v_num=ld_2, val_loss=1.100, train_loss=0.252]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.38it/s, v_num=ld_2, val_loss=0.875, train_loss=0.252]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.09it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 70.47it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 69.05it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.11it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.36it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.86it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.37it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.67it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.28it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.08it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.78it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.11it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.78it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.70it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.44it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.60it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.40it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.55it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.29it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.96it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.79it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.10it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.95it/s, v_num=ld_2, val_loss=0.875, train_loss=0.153]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.14it/s, v_num=ld_2, val_loss=0.831, train_loss=0.153]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.86it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 67.55it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 65.99it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.21it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.42it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.10it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.60it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.11it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.72it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.81it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.53it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.83it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.58it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.29it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.09it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.62it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.43it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.79it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.62it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.63it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.46it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.86it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.73it/s, v_num=ld_2, val_loss=0.831, train_loss=0.074]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.10it/s, v_num=ld_2, val_loss=0.922, train_loss=0.074]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.77it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 67.23it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 65.80it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.40it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.66it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.99it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.49it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.45it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.00it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.55it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.24it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.56it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 67.28it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.01it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.79it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.15it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.95it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.49it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 67.33it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.75it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 67.59it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.83it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.69it/s, v_num=ld_2, val_loss=0.922, train_loss=0.0312]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.80it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0312]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.53it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 67.87it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 66.48it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.15it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.37it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.77it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.26it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.36it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.97it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.63it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.32it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.08it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.83it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.24it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.02it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.30it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.12it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.52it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.35it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.52it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.37it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.78it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.63it/s, v_num=ld_2, val_loss=1.070, train_loss=0.0304]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.22it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0304]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.92it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0126]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.48it/s, v_num=ld_2, val_loss=1.180, train_loss=0.0126]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
     Validate metric           DataLoader 0
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
        AUROC_val           0.9651897549629211
      Accuracy_val          0.7951807379722595
        val_loss             1.180519938468933
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

5. Plotting the results of the individual models๏ƒ

In this section, we visualize the results of each individual model.

for model_name, model_list in all_trained_models.items():
    fig = ConfusionMatrix.from_final_val_data(model_list)
    plt.show()
  • Tabular1Unimodal: confusion matrix, Tabular1 uni-modal: auroc=0.923, Fold 1: auroc=0.921, Fold 2: auroc=0.911, Fold 3: auroc=0.942
  • Tabular2Unimodal: confusion matrix, Tabular2 uni-modal: auroc=0.903, Fold 1: auroc=0.909, Fold 2: auroc=0.928, Fold 3: auroc=0.899
  • ConcatTabularFeatureMaps: confusion matrix, Concatenating tabular feature maps: auroc=0.958, Fold 1: auroc=0.952, Fold 2: auroc=0.966, Fold 3: auroc=0.967
  • ConcatTabularData: confusion matrix, Concatenating tabular data: auroc=0.878, Fold 1: auroc=0.500, Fold 2: auroc=0.946, Fold 3: auroc=0.963
  • TabularChannelWiseMultiAttention: confusion matrix, Channel-wise multiplication net (tabular): auroc=0.648, Fold 1: auroc=0.702, Fold 2: auroc=0.633, Fold 3: auroc=0.659
  • TabularCrossmodalMultiheadAttention: confusion matrix, Tabular Crossmodal multi-head attention: auroc=0.955, Fold 1: auroc=0.960, Fold 2: auroc=0.963, Fold 3: auroc=0.957
  • TabularDecision: confusion matrix, Tabular decision: auroc=0.966, Fold 1: auroc=0.964, Fold 2: auroc=0.981, Fold 3: auroc=0.965
  • MCVAE_tab: confusion matrix, MCVAE Tabular: auroc=0.875, Fold 1: auroc=0.881, Fold 2: auroc=0.894, Fold 3: auroc=0.858
  • EdgeCorrGNN: confusion matrix, Edge Correlation GNN: auroc=0.509, Fold 1: auroc=0.537, Fold 2: auroc=0.501, Fold 3: auroc=0.507
  • AttentionWeightedGNN: confusion matrix, Attention-weighted GNN: auroc=0.476, Fold 1: auroc=0.470, Fold 2: auroc=0.443, Fold 3: auroc=0.522
  • AttentionAndSelfActivation: confusion matrix, Activation function and tabular self-attention: auroc=0.949, Fold 1: auroc=0.962, Fold 2: auroc=0.959, Fold 3: auroc=0.939
  • ActivationFusion: confusion matrix, Activation function map fusion: auroc=0.952, Fold 1: auroc=0.940, Fold 2: auroc=0.960, Fold 3: auroc=0.965

6. Plotting comparison of the models๏ƒ

In this section, we visualize the results of each individual model.

comparison_plot, metrics_dataframe = ModelComparison.from_final_val_data(all_trained_models)
plt.show()
Distribution of metrics between cross-validation folds, auroc, accuracy

7. Saving the results of the models๏ƒ

In this section, we compare the performance of all the trained models using a violin chart, providing an overview of how each model performed as a distribution over the different cross-validation folds.

metrics_dataframe
auroc accuracy fold1_auroc fold2_auroc fold3_auroc fold1_accuracy fold2_accuracy fold3_accuracy
Method
Tabular1 uni-modal 0.922754 0.676 0.921223 0.911474 0.941827 0.658683 0.676647 0.692771
Tabular2 uni-modal 0.902836 0.598 0.909330 0.927963 0.899360 0.592814 0.592814 0.608434
Concatenating tabular feature maps 0.958356 0.770 0.952338 0.965519 0.967069 0.760479 0.760479 0.789157
Concatenating tabular data 0.878238 0.532 0.500000 0.945889 0.962996 0.101796 0.718563 0.777108
Channel-wise multiplication net (tabular) 0.648157 0.220 0.702079 0.633144 0.659367 0.299401 0.173653 0.186747
Tabular Crossmodal multi-head attention 0.955269 0.742 0.960094 0.962746 0.957085 0.730539 0.754491 0.740964
Tabular decision 0.966073 0.780 0.964379 0.980935 0.964627 0.742515 0.838323 0.759036
MCVAE Tabular 0.874778 0.498 0.880723 0.894420 0.858055 0.473054 0.532934 0.487952
Edge Correlation GNN 0.509408 0.116 0.537038 0.500762 0.506537 0.077844 0.131737 0.138554
Attention-weighted GNN 0.476002 0.096 0.470436 0.442745 0.521777 0.101796 0.071856 0.114458
Activation function and tabular self-attention 0.948843 0.734 0.961789 0.959276 0.939468 0.742515 0.766467 0.692771
Activation function map fusion 0.951664 0.754 0.940100 0.959659 0.965190 0.718563 0.748503 0.795181


Total running time of the script: (10 minutes 42.157 seconds)

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