Note

Go to the end to download the full example code.

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

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Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.95it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.04it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.50it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.81it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.62it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.17it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.82it/s, v_num=ld_0]
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Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.44it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.13it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.63it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.36it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.95it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.71it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.43it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.21it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.54it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.35it/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, 99.13it/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, 98.97it/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, 85.76it/s, v_num=ld_0, val_loss=1.940]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.40it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 102.15it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 100.08it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.69it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.51it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.79it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.07it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.11it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.58it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.44it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.01it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.91it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.55it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.50it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.17it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.60it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.33it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.56it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.32it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.84it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.62it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.22it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.97it/s, v_num=ld_0, val_loss=1.940, train_loss=2.180]
Epoch 1: 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=1.620, train_loss=2.180]
Epoch 1: 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=1.620, train_loss=1.750]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 101.68it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 99.65it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.83it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.77it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.49it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.70it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.96it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.42it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.11it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.63it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.66it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.28it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.68it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.37it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.07it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.80it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.22it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.98it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.29it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.07it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.21it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.01it/s, v_num=ld_0, val_loss=1.620, train_loss=1.750]
Epoch 2: 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=1.750]
Epoch 2: 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=1.320, train_loss=1.290]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 102.82it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 100.69it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.30it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.10it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.72it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.99it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.21it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.66it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.59it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.16it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.02it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.64it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.18it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.88it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.50it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.23it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.29it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.04it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.80it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.58it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.30it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.08it/s, v_num=ld_0, val_loss=1.320, train_loss=1.290]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.44it/s, v_num=ld_0, val_loss=1.130, train_loss=1.290]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.05it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 102.95it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 100.84it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.64it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.58it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.87it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.20it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.00it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.48it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.78it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.37it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.28it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.87it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.27it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.97it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.36it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.09it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.65it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.41it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.95it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.73it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.27it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.08it/s, v_num=ld_0, val_loss=1.130, train_loss=1.040]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.69it/s, v_num=ld_0, val_loss=0.950, train_loss=1.040]
Epoch 4: 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=0.950, train_loss=0.783]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 103.10it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 100.98it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.70it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.66it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.15it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.46it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.09it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.57it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.64it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.18it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.53it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.13it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.48it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.17it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.42it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.14it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.86it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.62it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.15it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.92it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.66it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.45it/s, v_num=ld_0, val_loss=0.950, train_loss=0.783]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.89it/s, v_num=ld_0, val_loss=1.020, train_loss=0.783]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.50it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 101.47it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 99.43it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.22it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.01it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.77it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.03it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 105.29it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.72it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.01it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.57it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.74it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.31it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.86it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.54it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.86it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.55it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.93it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.68it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.86it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.64it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.81it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.60it/s, v_num=ld_0, val_loss=1.020, train_loss=0.672]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.09it/s, v_num=ld_0, val_loss=0.887, train_loss=0.672]
Epoch 6: 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=0.887, train_loss=0.476]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 99.68it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 97.67it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.90it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.75it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.98it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.28it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.14it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.57it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.50it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.01it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.48it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.10it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.82it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.52it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.91it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.65it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.80it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.56it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.08it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.85it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.26it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.07it/s, v_num=ld_0, val_loss=0.887, train_loss=0.476]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.12it/s, v_num=ld_0, val_loss=0.915, train_loss=0.476]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.75it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 99.65it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 97.66it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.54it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.46it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.40it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.71it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.49it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.98it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.37it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.96it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.31it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.96it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.39it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.08it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.13it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.82it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.08it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.84it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.59it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.36it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.99it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.80it/s, v_num=ld_0, val_loss=0.915, train_loss=0.335]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.46it/s, v_num=ld_0, val_loss=1.140, train_loss=0.335]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.06it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 105.28it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 103.05it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.12it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.05it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.61it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.82it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.13it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.58it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.86it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.38it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.25it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.84it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.02it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.69it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.05it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.77it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.16it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.91it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.28it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.04it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.53it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.32it/s, v_num=ld_0, val_loss=1.140, train_loss=0.269]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.98it/s, v_num=ld_0, val_loss=1.210, train_loss=0.269]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.57it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 103.13it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 101.01it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.17it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.08it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.75it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.01it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.81it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.26it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.00it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.55it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.98it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.60it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.11it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.79it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.15it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.84it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.23it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.98it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.50it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.28it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.54it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.33it/s, v_num=ld_0, val_loss=1.210, train_loss=0.286]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.37it/s, v_num=ld_0, val_loss=1.220, train_loss=0.286]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.97it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 104.07it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 101.88it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.61it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.49it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.34it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.53it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.51it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.90it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.96it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.53it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.47it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.07it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.72it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.40it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.02it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.72it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.96it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.71it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.21it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.96it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.57it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.37it/s, v_num=ld_0, val_loss=1.220, train_loss=0.254]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.32it/s, v_num=ld_0, val_loss=1.140, train_loss=0.254]
Epoch 11: 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=1.140, train_loss=0.195]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 104.12it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 101.95it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.89it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.66it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.28it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.50it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.01it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.46it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.58it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.13it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.80it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.43it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.87it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.55it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.42it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.13it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.50it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.25it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.60it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.37it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.88it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.66it/s, v_num=ld_0, val_loss=1.140, train_loss=0.195]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.20it/s, v_num=ld_0, val_loss=1.110, train_loss=0.195]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.79it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 99.29it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 97.32it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.01it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.99it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.77it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.95it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.09it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.56it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.94it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.51it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.20it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.84it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.94it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.62it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.29it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.02it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.19it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.92it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.21it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.97it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.68it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.48it/s, v_num=ld_0, val_loss=1.110, train_loss=0.110]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.31it/s, v_num=ld_0, val_loss=1.360, train_loss=0.110]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.92it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 100.70it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 98.67it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.82it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.72it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.26it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.53it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.51it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.95it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.42it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.98it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.48it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.05it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.46it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.14it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.73it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.45it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.73it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.48it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.94it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.72it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.91it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.69it/s, v_num=ld_0, val_loss=1.360, train_loss=0.108]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.62it/s, v_num=ld_0, val_loss=1.450, train_loss=0.108]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.19it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 105.02it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 102.71it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.60it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.36it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 105.92it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 105.17it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 105.45it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.81it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.39it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.94it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.65it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.28it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.58it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.25it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.64it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.36it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.26it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.01it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.30it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.05it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.45it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.24it/s, v_num=ld_0, val_loss=1.450, train_loss=0.112]
Epoch 15: 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=1.330, train_loss=0.112]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.76it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 105.11it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 102.92it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.45it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.24it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.76it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.04it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.10it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.55it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.57it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.10it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.92it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.52it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.99it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.67it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.25it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.97it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.92it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.68it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.12it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.87it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.38it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.17it/s, v_num=ld_0, val_loss=1.330, train_loss=0.0468]
Epoch 16: 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=1.420, train_loss=0.0468]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.54it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 105.64it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 103.41it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.79it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.58it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.88it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.12it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 105.38it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.82it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.32it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.87it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.45it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.07it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.45it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.13it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.55it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.26it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.17it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.92it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.37it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.13it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.47it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.27it/s, v_num=ld_0, val_loss=1.420, train_loss=0.0366]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.08it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0366]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.67it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 105.25it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 103.05it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.94it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.81it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.45it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.70it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 105.09it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.53it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.29it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.85it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.36it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.99it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.26it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.94it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.51it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.23it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.21it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.96it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.27it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.05it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.57it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.35it/s, v_num=ld_0, val_loss=1.500, train_loss=0.0192]
Epoch 18: 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=1.560, train_loss=0.0192]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.71it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 103.97it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 101.81it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.02it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.91it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.28it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.52it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.51it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.94it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.82it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.37it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.92it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.55it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.33it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.98it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.36it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.08it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.08it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.83it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.23it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.01it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.58it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.38it/s, v_num=ld_0, val_loss=1.560, train_loss=0.0242]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.94it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0242]
Epoch 19: 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=2.270, train_loss=0.0781]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 106.28it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 104.03it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.73it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.47it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 105.20it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.39it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 105.30it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.74it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.08it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.40it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.97it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.39it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.61it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.27it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.86it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.59it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.35it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.10it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.41it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.17it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.70it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.51it/s, v_num=ld_0, val_loss=2.270, train_loss=0.0781]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.31it/s, v_num=ld_0, val_loss=1.380, train_loss=0.0781]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.92it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 102.61it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 100.33it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.13it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.97it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.79it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.06it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.55it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.00it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.78it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.34it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.73it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.37it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.04it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.70it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.08it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.79it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.87it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.60it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.81it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.59it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.87it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.68it/s, v_num=ld_0, val_loss=1.380, train_loss=0.493]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.96it/s, v_num=ld_0, val_loss=1.270, train_loss=0.493]
Epoch 21: 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=1.270, train_loss=0.482]
Epoch 21: 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=1.270, train_loss=0.482]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9206274151802063
      Accuracy_val           0.658682644367218
        val_loss            1.2743841409683228
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 64.59it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 63.45it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.12it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.48it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.18it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.73it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.19it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.86it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.63it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.34it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.83it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.65it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.19it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.03it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.25it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.10it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.10it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.97it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.90it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.76it/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, 84.49it/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, 84.37it/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, 74.46it/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, 74.18it/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, 101.17it/s, v_num=ld_1, val_loss=2.030, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 99.12it/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, 100.93it/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, 99.88it/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, 101.37it/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, 100.60it/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, 101.77it/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, 101.25it/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, 102.06it/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, 101.64it/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, 102.75it/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, 102.40it/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, 102.74it/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, 102.43it/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, 100.98it/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, 100.72it/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, 101.47it/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, 101.22it/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, 101.93it/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, 101.72it/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, 102.20it/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, 101.98it/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, 88.33it/s, v_num=ld_1, val_loss=1.550, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.93it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 102.47it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 100.39it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.06it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.98it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.71it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.92it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.77it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.23it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.96it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.53it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.18it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.81it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.56it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.21it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.34it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.07it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.32it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.07it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.55it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.32it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.90it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.67it/s, v_num=ld_1, val_loss=1.550, train_loss=1.840]
Epoch 2: 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=1.230, train_loss=1.840]
Epoch 2: 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=1.230, train_loss=1.390]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 104.21it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 102.02it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.97it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.85it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.13it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.40it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.66it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.11it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.87it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.43it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.01it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.64it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.93it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.61it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.80it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.50it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.82it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.57it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.74it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.50it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.94it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.74it/s, v_num=ld_1, val_loss=1.230, train_loss=1.390]
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=1.230, train_loss=1.390]
Epoch 3: 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=1.230, train_loss=1.010]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 105.02it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 102.83it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.54it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.44it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.18it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.45it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.72it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.16it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.83it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.39it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.08it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.71it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.07it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.75it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.90it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.62it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.99it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.74it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.01it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.78it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.33it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.12it/s, v_num=ld_1, val_loss=1.230, train_loss=1.010]
Epoch 4: 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=1.070, train_loss=1.010]
Epoch 4: 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=1.070, train_loss=0.893]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 105.07it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 102.87it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.19it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.07it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.54it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.76it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.69it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.14it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.95it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.50it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.32it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.91it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.35it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.03it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.90it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.62it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.01it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.76it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.00it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.78it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.27it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.07it/s, v_num=ld_1, val_loss=1.070, train_loss=0.893]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.97it/s, v_num=ld_1, val_loss=1.160, train_loss=0.893]
Epoch 5: 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=1.160, train_loss=0.801]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 104.62it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 102.45it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.15it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.04it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.35it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.61it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.21it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.67it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.99it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.56it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.27it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.90it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.53it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.22it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.30it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.03it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.60it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.34it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.84it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.63it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.19it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.99it/s, v_num=ld_1, val_loss=1.160, train_loss=0.801]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.94it/s, v_num=ld_1, val_loss=1.030, train_loss=0.801]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.53it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 97.41it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 95.10it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.35it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.35it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.68it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.03it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.39it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.88it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.51it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.10it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.55it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.20it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.09it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.79it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.85it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.58it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.22it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.98it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.72it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.48it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.06it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.86it/s, v_num=ld_1, val_loss=1.030, train_loss=0.684]
Epoch 7: 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=1.010, train_loss=0.684]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.64it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 103.66it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 101.31it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.59it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.41it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.21it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.50it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.78it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.24it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.33it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.87it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.48it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.11it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.04it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.72it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.63it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.36it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.81it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.54it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.03it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.82it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.45it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.25it/s, v_num=ld_1, val_loss=1.010, train_loss=0.444]
Epoch 8: 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=1.260, train_loss=0.444]
Epoch 8: 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=1.260, train_loss=0.384]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 106.73it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 104.45it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.19it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.09it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 105.27it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.45it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 105.34it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.77it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.32it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.87it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.98it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.60it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.05it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.70it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.83it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.55it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.93it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.69it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.03it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.80it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.36it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.16it/s, v_num=ld_1, val_loss=1.260, train_loss=0.384]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.94it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.54it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 107.51it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 105.21it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.07it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.93it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 105.30it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.48it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 105.52it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.96it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.70it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.26it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.80it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.42it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.62it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.30it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.26it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.97it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.49it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.24it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.58it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.35it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.91it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.71it/s, v_num=ld_1, val_loss=1.100, train_loss=0.384]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.20it/s, v_num=ld_1, val_loss=1.090, train_loss=0.384]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.79it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 103.63it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 101.28it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.69it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.61it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.59it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.87it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.06it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.47it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.16it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.72it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.38it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.01it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.45it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.13it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.03it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.75it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.28it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.03it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.40it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.17it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.65it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.45it/s, v_num=ld_1, val_loss=1.090, train_loss=0.351]
Epoch 11: 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=0.957, train_loss=0.351]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.99it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 105.15it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 102.95it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.08it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.96it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.83it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.05it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 105.36it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.80it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.54it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.09it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.79it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.37it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.38it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.06it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.98it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.71it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.00it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.72it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.21it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.98it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.43it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.23it/s, v_num=ld_1, val_loss=0.957, train_loss=0.242]
Epoch 12: 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=1.010, train_loss=0.242]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.55it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 104.99it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 102.64it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.39it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.28it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.19it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.46it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.66it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.04it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.17it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.72it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.52it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.15it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.58it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.26it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.91it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.64it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.66it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.37it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.96it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.73it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.88it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.68it/s, v_num=ld_1, val_loss=1.010, train_loss=0.195]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.84it/s, v_num=ld_1, val_loss=1.100, train_loss=0.195]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.44it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 100.38it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 98.16it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.94it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.90it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.99it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.23it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.53it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.00it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.67it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.24it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.99it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.63it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.59it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.28it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.60it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.28it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.50it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.26it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.59it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.38it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.88it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.68it/s, v_num=ld_1, val_loss=1.100, train_loss=0.150]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.66it/s, v_num=ld_1, val_loss=1.160, train_loss=0.150]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.28it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 103.17it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 101.00it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.76it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.70it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.46it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.68it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.97it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.42it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.61it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.17it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.07it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.70it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.43it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.11it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.12it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.84it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.45it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.19it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.59it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.37it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.94it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.73it/s, v_num=ld_1, val_loss=1.160, train_loss=0.135]
Epoch 15: 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=1.210, train_loss=0.135]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.20it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 104.04it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 101.87it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.25it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.15it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.23it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.43it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.85it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.29it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.15it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.70it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.07it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.69it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.06it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.72it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.26it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.97it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.16it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.92it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.54it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.31it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.49it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.29it/s, v_num=ld_1, val_loss=1.210, train_loss=0.0894]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.19it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0894]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.77it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 98.76it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 96.78it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.03it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.85it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.22it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.54it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.73it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.21it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.07it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.65it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.37it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.98it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.66it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.35it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.40it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.14it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.85it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.61it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.96it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.75it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.90it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.70it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0679]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.96it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0679]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.56it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 102.35it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 100.11it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.78it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.72it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.63it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.92it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.66it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.13it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.43it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.00it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.93it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.56it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.42it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.11it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.32it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.04it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.47it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.20it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.67it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.46it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.03it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.83it/s, v_num=ld_1, val_loss=1.090, train_loss=0.0536]
Epoch 18: 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=1.440, train_loss=0.0536]
Epoch 18: 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=1.440, train_loss=0.0274]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 107.29it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 104.85it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.97it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.84it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 105.22it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.41it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 105.56it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.99it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.81it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.36it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.78it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.40it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 106.01it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.68it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.21it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.93it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.55it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.30it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.52it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.29it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.82it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.62it/s, v_num=ld_1, val_loss=1.440, train_loss=0.0274]
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_1, val_loss=1.040, train_loss=0.0274]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.68it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 104.59it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 102.20it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.89it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.69it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.11it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.38it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.45it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.89it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.74it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.30it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.09it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.71it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.37it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.01it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.10it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.82it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.95it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.71it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.03it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.80it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.39it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.17it/s, v_num=ld_1, val_loss=1.040, train_loss=0.098]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.83it/s, v_num=ld_1, val_loss=1.080, train_loss=0.098]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.42it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 103.79it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 101.64it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.13it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.04it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.09it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.36it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.76it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.12it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.99it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.54it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.05it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.68it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.25it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.93it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.09it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.81it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.19it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.94it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.11it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.85it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.51it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.28it/s, v_num=ld_1, val_loss=1.080, train_loss=0.106]
Epoch 21: 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=1.280, train_loss=0.106]
Epoch 21: 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=1.280, train_loss=0.0962]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 102.52it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 100.41it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.05it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.98it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.57it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.85it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.37it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.82it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.61it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.17it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.76it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.38it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.40it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.05it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.01it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.73it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.79it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.54it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.95it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.70it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.24it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.04it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0962]
Epoch 22: 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=1.220, train_loss=0.0962]
Epoch 22: 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=1.220, train_loss=0.0451]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 105.99it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 103.78it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.56it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.45it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.67it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.93it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.00it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.45it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.01it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.57it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.73it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.31it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.33it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.01it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.16it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.88it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.34it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.09it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.48it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.26it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.88it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.65it/s, v_num=ld_1, val_loss=1.220, train_loss=0.0451]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.76it/s, v_num=ld_1, val_loss=1.180, train_loss=0.0451]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.34it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 103.66it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 101.51it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.46it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.39it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.80it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.07it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.00it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.45it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.38it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.94it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.65it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.28it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.78it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.47it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.54it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.26it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.67it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.41it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.92it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.69it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.22it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.01it/s, v_num=ld_1, val_loss=1.180, train_loss=0.055]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.83it/s, v_num=ld_1, val_loss=1.370, train_loss=0.055]
Epoch 24: 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=1.370, train_loss=0.117]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 104.32it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 102.16it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.98it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.88it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.44it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.70it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.80it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.24it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.96it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.51it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.12it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.75it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.22it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.90it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.53it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.25it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.91it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.64it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.83it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.60it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.22it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.01it/s, v_num=ld_1, val_loss=1.370, train_loss=0.117]
Epoch 25: 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=1.330, train_loss=0.117]
Epoch 25: 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=1.330, train_loss=0.219]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 104.66it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 102.28it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.52it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.41it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.91it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.18it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.59it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.04it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.04it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.55it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.27it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.90it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.41it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.08it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.13it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.85it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.18it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.91it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.23it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.01it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.48it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.28it/s, v_num=ld_1, val_loss=1.330, train_loss=0.219]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.99it/s, v_num=ld_1, val_loss=1.310, train_loss=0.219]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.58it/s, v_num=ld_1, val_loss=1.310, train_loss=0.246]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.06it/s, v_num=ld_1, val_loss=1.310, train_loss=0.246]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9532802104949951
      Accuracy_val          0.7245509028434753
        val_loss            1.3130899667739868
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 62.47it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 61.33it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.68it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.06it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.08it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.65it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.17it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.84it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.87it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.60it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.44it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.27it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.69it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.51it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.29it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.14it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.79it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.63it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.51it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.38it/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, 84.31it/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, 84.18it/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, 74.49it/s, v_num=ld_2, val_loss=1.930]
Epoch 0: 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=1.930, train_loss=2.190]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 102.20it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 100.12it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.76it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.74it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.77it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.07it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.61it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.04it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.78it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.35it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.22it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.80it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.63it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.32it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.61it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.33it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.70it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.46it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.05it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.83it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.35it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.15it/s, v_num=ld_2, val_loss=1.930, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.06it/s, v_num=ld_2, 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, 88.63it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 91.69it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 89.98it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.28it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.29it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.51it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.80it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.02it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.49it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.54it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.15it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.98it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.62it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.44it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.16it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.45it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.18it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.00it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.78it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.48it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.25it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.04it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.86it/s, v_num=ld_2, val_loss=1.580, train_loss=1.740]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.69it/s, v_num=ld_2, val_loss=1.310, train_loss=1.740]
Epoch 2: 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=1.310, train_loss=1.290]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 97.09it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 93.90it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.80it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.71it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.82it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.09it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.79it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.26it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.78it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.38it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.75it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.42it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.74it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.45it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.08it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.81it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.71it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.45it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.01it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.80it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.68it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.49it/s, v_num=ld_2, val_loss=1.310, train_loss=1.290]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.13it/s, v_num=ld_2, val_loss=1.260, train_loss=1.290]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.74it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 102.68it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 100.58it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.34it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.25it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.10it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.38it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.66it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.12it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.05it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.61it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.27it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.90it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.43it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.09it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.12it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.84it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.40it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.12it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.10it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.85it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.87it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.66it/s, v_num=ld_2, val_loss=1.260, train_loss=0.891]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.52it/s, v_num=ld_2, val_loss=1.290, train_loss=0.891]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.10it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 99.77it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 97.77it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.49it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.47it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.92it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.23it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.59it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.07it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.88it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.47it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.35it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.94it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.46it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.16it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.10it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.77it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.14it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.91it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.25it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.04it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.70it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.45it/s, v_num=ld_2, val_loss=1.290, train_loss=0.743]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.88it/s, v_num=ld_2, val_loss=1.240, train_loss=0.743]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.49it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 101.12it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 99.05it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.98it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.81it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.62it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.91it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.53it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.99it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.90it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.44it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.82it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.46it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.74it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.44it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.43it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.15it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.74it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.50it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.90it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.69it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.24it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.04it/s, v_num=ld_2, val_loss=1.240, train_loss=0.574]
Epoch 6: 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=1.300, train_loss=0.574]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.95it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 106.34it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 103.86it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.25it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.12it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.69it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.94it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.70it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.14it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.81it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.36it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.86it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.49it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.82it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.50it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.52it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.21it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.88it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.63it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.08it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.86it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.40it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.16it/s, v_num=ld_2, val_loss=1.300, train_loss=0.432]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.83it/s, v_num=ld_2, val_loss=1.450, train_loss=0.432]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.40it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 102.05it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 99.94it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.39it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.33it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.39it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.71it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.20it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.68it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.84it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.37it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.55it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.19it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.08it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.77it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.84it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.56it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.99it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.75it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.33it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.11it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.74it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.53it/s, v_num=ld_2, val_loss=1.450, train_loss=0.386]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.45it/s, v_num=ld_2, val_loss=1.250, train_loss=0.386]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.03it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 103.51it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 101.38it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.37it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.27it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.06it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.29it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.34it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.79it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.64it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.20it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.84it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.47it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.90it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.58it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.64it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.35it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.91it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.65it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.88it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.66it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.02it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.82it/s, v_num=ld_2, val_loss=1.250, train_loss=0.389]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.62it/s, v_num=ld_2, val_loss=1.340, train_loss=0.389]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.22it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 104.08it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 101.90it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.11it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.89it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.00it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.27it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.61it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.05it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.67it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.22it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.90it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.52it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.95it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.63it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.83it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.51it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.95it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.70it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.41it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.18it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.63it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.43it/s, v_num=ld_2, val_loss=1.340, train_loss=0.260]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.14it/s, v_num=ld_2, val_loss=1.660, train_loss=0.260]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.73it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 102.65it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 100.54it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.50it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.43it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.15it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.43it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.04it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.50it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.19it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.76it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.35it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.98it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.61it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.27it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.52it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.24it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.43it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.19it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.70it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.49it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.16it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.96it/s, v_num=ld_2, val_loss=1.660, train_loss=0.200]
Epoch 11: 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=0.200]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.76it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 104.96it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 102.56it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.36it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.26it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.14it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.42it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.75it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.19it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.09it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.56it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.34it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.96it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.47it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.15it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.07it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.78it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.28it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.03it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.31it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.08it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.60it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.40it/s, v_num=ld_2, val_loss=1.530, train_loss=0.197]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.16it/s, v_num=ld_2, val_loss=1.590, train_loss=0.197]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.75it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 105.54it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 103.32it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.77it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.66it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.88it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.14it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 105.20it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.63it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.40it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.95it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.71it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.30it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.58it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.25it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.29it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.00it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.36it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.11it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.46it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.21it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.32it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.11it/s, v_num=ld_2, val_loss=1.590, train_loss=0.140]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.49it/s, v_num=ld_2, val_loss=1.880, train_loss=0.140]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.06it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 104.52it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 102.32it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.74it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.63it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.22it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.48it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.35it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.79it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.53it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.08it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.62it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.25it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.72it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.38it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.38it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.10it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.38it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.13it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.47it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.25it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.68it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.46it/s, v_num=ld_2, val_loss=1.880, train_loss=0.180]
Epoch 14: 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=1.730, train_loss=0.180]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.04it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 104.46it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 102.30it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.09it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.85it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.08it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.35it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.72it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.11it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.87it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.43it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.19it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.81it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.32it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.00it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.15it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.84it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.16it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.90it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.29it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.06it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.61it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.35it/s, v_num=ld_2, val_loss=1.730, train_loss=0.126]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.97it/s, v_num=ld_2, val_loss=1.720, train_loss=0.126]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.53it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 105.05it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 102.85it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.39it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.28it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.27it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.53it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.48it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.93it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.98it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.54it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.32it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.94it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.29it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.97it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.14it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.83it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.26it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.01it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.40it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.18it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.69it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.46it/s, v_num=ld_2, val_loss=1.720, train_loss=0.104]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.92it/s, v_num=ld_2, val_loss=1.680, train_loss=0.104]
Epoch 16: 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=1.680, train_loss=0.0706]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 105.48it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 103.24it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.95it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.82it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.43it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.70it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.89it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.33it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.98it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.50it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.70it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.31it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.59it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.23it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.25it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.94it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.23it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.98it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.00it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.77it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.02it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.81it/s, v_num=ld_2, val_loss=1.680, train_loss=0.0706]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.67it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0706]
Epoch 17: 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=2.070, train_loss=0.0523]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 103.26it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 101.12it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.68it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.54it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.27it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.60it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.96it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.46it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.87it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.42it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.78it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.43it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.24it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.91it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.44it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.00it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.42it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.18it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.77it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.56it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.19it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.00it/s, v_num=ld_2, val_loss=2.070, train_loss=0.0523]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.60it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0523]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.21it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 105.31it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 103.11it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.29it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.21it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.51it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.80it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.57it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.04it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.99it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.56it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.18it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.81it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.29it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.95it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.12it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.83it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.51it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.27it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.75it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.53it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.21it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.01it/s, v_num=ld_2, val_loss=2.250, train_loss=0.0308]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.00it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0308]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.60it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 104.62it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 102.44it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.40it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.18it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 105.00it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.26it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 105.33it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.77it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.77it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.19it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.58it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.20it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.76it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.44it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.42it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.14it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.31it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.05it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.31it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.08it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.53it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.30it/s, v_num=ld_2, val_loss=2.480, train_loss=0.0132]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.76it/s, v_num=ld_2, val_loss=2.360, train_loss=0.0132]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.34it/s, v_num=ld_2, val_loss=2.360, train_loss=0.0765]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.67it/s, v_num=ld_2, val_loss=2.360, train_loss=0.0765]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9303013682365417
      Accuracy_val          0.6987951993942261
        val_loss            2.3612983226776123
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 84.47it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 82.91it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.46it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.61it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.31it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.73it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.19it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.53it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.53it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.17it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.36it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.05it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.80it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.53it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.45it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.20it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.81it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.61it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.16it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.97it/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, 99.57it/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, 99.37it/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, 86.04it/s, v_num=ld_0, val_loss=2.270]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.68it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 101.99it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 99.91it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.05it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.99it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.57it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.79it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.49it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.70it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.59it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.13it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.24it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.86it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.42it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.10it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.55it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.29it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.78it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.54it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.83it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.60it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.10it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.91it/s, v_num=ld_0, val_loss=2.270, train_loss=2.320]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.46it/s, v_num=ld_0, val_loss=2.170, train_loss=2.320]
Epoch 1: 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=2.170, train_loss=2.200]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 99.41it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 97.45it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.35it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.12it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.38it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.68it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.82it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.23it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.49it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.07it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.15it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.79it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.05it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.71it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.25it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.98it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.38it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.14it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.45it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.22it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.65it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.46it/s, v_num=ld_0, val_loss=2.170, train_loss=2.200]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.97it/s, v_num=ld_0, val_loss=2.080, train_loss=2.200]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.55it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 98.92it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 96.96it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.10it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.12it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.33it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.66it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.70it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.20it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.94it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.53it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.35it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.97it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.32it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.99it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.53it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.27it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.54it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.31it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.33it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.10it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.56it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.37it/s, v_num=ld_0, val_loss=2.080, train_loss=2.060]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.15it/s, v_num=ld_0, val_loss=2.060, train_loss=2.060]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.77it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 101.25it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 99.21it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.94it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.92it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.64it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.95it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.36it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.84it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.56it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.10it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.41it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.00it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.86it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.56it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.63it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.36it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.80it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.55it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.82it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.58it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.22it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.03it/s, v_num=ld_0, val_loss=2.060, train_loss=1.860]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.80it/s, v_num=ld_0, val_loss=1.790, train_loss=1.860]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.42it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 102.07it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 99.79it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.81it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.68it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.36it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.67it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.00it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.48it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.49it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.03it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.79it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.43it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.51it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.20it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.74it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.47it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.03it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.79it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.12it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.91it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.27it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.08it/s, v_num=ld_0, val_loss=1.790, train_loss=1.720]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.40it/s, v_num=ld_0, val_loss=1.590, train_loss=1.720]
Epoch 5: 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=1.590, train_loss=1.480]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 101.63it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 99.59it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.11it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.95it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.77it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.06it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.27it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.73it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.57it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.13it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.37it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.01it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.77it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.46it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.83it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.56it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.92it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.66it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.98it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.76it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.03it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.83it/s, v_num=ld_0, val_loss=1.590, train_loss=1.480]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.18it/s, v_num=ld_0, val_loss=1.700, train_loss=1.480]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.77it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 101.77it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 99.71it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.79it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.68it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.34it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.65it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.13it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.61it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.43it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.98it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.59it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.24it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.86it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.55it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.08it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.81it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.38it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.10it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.46it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.25it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.86it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.65it/s, v_num=ld_0, val_loss=1.700, train_loss=1.400]
Epoch 7: 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=1.720, train_loss=1.400]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.71it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 103.57it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 101.44it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.96it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.80it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.13it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.42it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.15it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.61it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.53it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.05it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.46it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.10it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.22it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.91it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.47it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.17it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.46it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.22it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.52it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.30it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.85it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.65it/s, v_num=ld_0, val_loss=1.720, train_loss=1.390]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.85it/s, v_num=ld_0, val_loss=1.530, train_loss=1.390]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.45it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 102.92it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 100.61it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.01it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.70it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.59it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.88it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.19it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.60it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.07it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.64it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.04it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.68it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.66it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.34it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.98it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.68it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.97it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.73it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.67it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.46it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.86it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.66it/s, v_num=ld_0, val_loss=1.530, train_loss=1.290]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.73it/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, 88.32it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 98.09it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 96.16it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.81it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.74it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.20it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.54it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.09it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.58it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.98it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.53it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.24it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.90it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.79it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.45it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.82it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.57it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.10it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.87it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.47it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.24it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.83it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.64it/s, v_num=ld_0, val_loss=1.580, train_loss=1.180]
Epoch 10: 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=1.310, train_loss=1.180]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.71it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 94.22it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 92.44it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.27it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.29it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.36it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.69it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.16it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.64it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.85it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.42it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.84it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.46it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.78it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.49it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.11it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  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=1.310, train_loss=1.140]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.64it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.42it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.00it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.80it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.66it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.45it/s, v_num=ld_0, val_loss=1.310, train_loss=1.140]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.49it/s, v_num=ld_0, 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, 86.12it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 100.67it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 98.39it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.71it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.71it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.45it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.70it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.27it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.71it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.78it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.32it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.96it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.61it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.82it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.51it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.27it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.01it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.40it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.16it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.40it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.19it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.72it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.53it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.13it/s, v_num=ld_0, val_loss=1.400, train_loss=1.080]
Epoch 12: 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=1.400, train_loss=1.010]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 101.03it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 98.80it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.69it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.69it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.37it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.69it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.46it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.94it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.99it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.57it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.24it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.88it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.91it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.60it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.19it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.93it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.45it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.19it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.07it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.84it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.20it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.01it/s, v_num=ld_0, val_loss=1.400, train_loss=1.010]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.49it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.10it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 99.99it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 98.00it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.67it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.42it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.28it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.62it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.91it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.40it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.75it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.35it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.94it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.60it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.71it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.41it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  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=1.430, train_loss=1.010]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.79it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.91it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.68it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.07it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.87it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.27it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.08it/s, v_num=ld_0, val_loss=1.430, train_loss=1.010]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.01it/s, v_num=ld_0, val_loss=1.300, train_loss=1.010]
Epoch 14: 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=1.300, train_loss=1.160]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 100.44it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 98.41it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.51it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.37it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.15it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.45it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.85it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.04it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.32it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.89it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.29it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.90it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.93it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.59it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.17it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.91it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.25it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.01it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.28it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.04it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.57it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.37it/s, v_num=ld_0, val_loss=1.300, train_loss=1.160]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.71it/s, v_num=ld_0, val_loss=1.540, train_loss=1.160]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.32it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 99.82it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 97.82it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.84it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.82it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.24it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.54it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.82it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.25it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.99it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.57it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.52it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.13it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.17it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.83it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.21it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.94it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.29it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.06it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.61it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.38it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.80it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.60it/s, v_num=ld_0, val_loss=1.540, train_loss=1.000]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.92it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.54it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 103.06it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 100.74it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.13it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.12it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.64it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.87it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.97it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.44it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.51it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.08it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.73it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.35it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.61it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.30it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.87it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.60it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.17it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.93it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.47it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.23it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.71it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.51it/s, v_num=ld_0, val_loss=1.440, train_loss=0.881]
Epoch 17: 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=1.560, train_loss=0.881]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.29it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 104.20it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 102.04it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.79it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.73it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.05it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.33it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.30it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.67it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.37it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.93it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.61it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.24it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.34it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.98it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.57it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.30it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.78it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.49it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.83it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.62it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.11it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.91it/s, v_num=ld_0, val_loss=1.560, train_loss=0.893]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.97it/s, v_num=ld_0, val_loss=1.360, train_loss=0.893]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.57it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 102.46it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 100.37it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.86it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.81it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.23it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.53it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.95it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.32it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.14it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.71it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.53it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.17it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.34it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.99it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.40it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.13it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.27it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.03it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.85it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.63it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.94it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.75it/s, v_num=ld_0, val_loss=1.360, train_loss=1.010]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.34it/s, v_num=ld_0, val_loss=1.820, train_loss=1.010]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.96it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 104.60it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 102.05it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.28it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.13it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.46it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.76it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.42it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.88it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.83it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.35it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.60it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.22it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.15it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.79it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.87it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.56it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.05it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.81it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.39it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.15it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.65it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.46it/s, v_num=ld_0, val_loss=1.820, train_loss=0.826]
Epoch 20: 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=1.230, train_loss=0.826]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.40it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 99.30it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 97.30it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.39it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.39it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.10it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.41it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.14it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.56it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.55it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.13it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.70it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.35it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.57it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.26it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.84it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.55it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.15it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.92it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.20it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.98it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.57it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.37it/s, v_num=ld_0, val_loss=1.230, train_loss=0.940]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.69it/s, v_num=ld_0, val_loss=1.510, train_loss=0.940]
Epoch 21: 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=1.510, train_loss=0.733]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 99.78it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 97.78it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.77it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.68it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.92it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.25it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.79it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.28it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.54it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.08it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.95it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.59it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.63it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.32it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.02it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.75it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.22it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.99it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.09it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.88it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.95it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.75it/s, v_num=ld_0, val_loss=1.510, train_loss=0.733]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.33it/s, v_num=ld_0, val_loss=1.500, train_loss=0.733]
Epoch 22: 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=1.500, train_loss=0.764]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 103.02it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 100.90it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.07it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.92it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.74it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.03it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.82it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.29it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.08it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.58it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.88it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.52it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.51it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.19it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.61it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.34it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.87it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.61it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.90it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.69it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.34it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.14it/s, v_num=ld_0, val_loss=1.500, train_loss=0.764]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.40it/s, v_num=ld_0, val_loss=1.790, train_loss=0.764]
Epoch 23: 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=1.790, train_loss=0.723]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 102.55it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 100.44it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.79it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.76it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.15it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.38it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.88it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.35it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.45it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.96it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.60it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.24it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.38it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.06it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.49it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.17it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.44it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.20it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.71it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.47it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.88it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.68it/s, v_num=ld_0, val_loss=1.790, train_loss=0.723]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.72it/s, v_num=ld_0, val_loss=1.440, train_loss=0.723]
Epoch 24: 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=1.440, train_loss=1.000]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 101.11it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 99.06it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.68it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.64it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.45it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.68it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.69it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.15it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.98it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.56it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.42it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.02it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.05it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.71it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.20it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.93it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.32it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.08it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.29it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.08it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.75it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.56it/s, v_num=ld_0, val_loss=1.440, train_loss=1.000]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.74it/s, v_num=ld_0, val_loss=1.550, train_loss=1.000]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.35it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 104.62it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 102.43it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.34it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.08it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.60it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.87it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.29it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.68it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.41it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.97it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.73it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.36it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.91it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.55it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.72it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.45it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.95it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.71it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.07it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.85it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.38it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.16it/s, v_num=ld_0, val_loss=1.550, train_loss=0.864]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.10it/s, v_num=ld_0, val_loss=1.660, train_loss=0.864]
Epoch 26: 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=1.660, train_loss=0.787]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 94.04it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 92.27it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.72it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.77it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.13it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.47it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.78it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.22it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.10it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.69it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.44it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.10it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.33it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.03it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.00it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.72it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.34it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.10it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.52it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.31it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.86it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.66it/s, v_num=ld_0, val_loss=1.660, train_loss=0.787]
Epoch 27: 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=1.200, train_loss=0.787]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.75it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 99.52it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 97.39it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.36it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.37it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.39it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.72it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.41it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.85it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.02it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.59it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.41it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.06it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.44it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.14it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.83it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.57it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.03it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  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=1.200, train_loss=0.734]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.15it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.94it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.62it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.41it/s, v_num=ld_0, val_loss=1.200, train_loss=0.734]
Epoch 28: 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=1.460, train_loss=0.734]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.75it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 103.43it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 101.30it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.96it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.91it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.23it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.45it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.26it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.72it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.47it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.03it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.48it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.11it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.25it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.93it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.64it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.34it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.63it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.39it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.33it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.11it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.33it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.13it/s, v_num=ld_0, val_loss=1.460, train_loss=0.717]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.05it/s, v_num=ld_0, val_loss=1.880, train_loss=0.717]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.67it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 98.41it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 96.47it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.95it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.96it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.04it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.33it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.84it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.34it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.21it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.79it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.83it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.44it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.69it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.35it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.81it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.54it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.85it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.61it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.48it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.24it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.75it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.56it/s, v_num=ld_0, val_loss=1.880, train_loss=0.693]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.20it/s, v_num=ld_0, val_loss=1.400, train_loss=0.693]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.82it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 100.95it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 98.92it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.00it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.99it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.28it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.59it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.08it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.50it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.24it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.82it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.23it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.84it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.59it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.28it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.15it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.86it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.48it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.24it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.82it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.58it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.15it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.96it/s, v_num=ld_0, val_loss=1.400, train_loss=0.605]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.37it/s, v_num=ld_0, val_loss=1.880, train_loss=0.605]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.00it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 102.16it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 100.07it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.66it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.62it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.54it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.83it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.43it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.89it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.54it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.10it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.72it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.35it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.54it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.18it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.61it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.34it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.93it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.66it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.94it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.72it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.32it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.10it/s, v_num=ld_0, val_loss=1.880, train_loss=0.581]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.22it/s, v_num=ld_0, val_loss=2.200, train_loss=0.581]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.82it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 103.40it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 101.27it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.62it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.54it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.01it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.29it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.04it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.50it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.40it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.89it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.81it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.45it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.75it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.40it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.83it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.56it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.12it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.85it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.16it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.94it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.33it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.11it/s, v_num=ld_0, val_loss=2.200, train_loss=0.539]
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_0, val_loss=1.750, train_loss=0.539]
Epoch 33: 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=1.750, train_loss=0.710]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 103.47it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 101.36it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.57it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.52it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.81it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.03it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.10it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.54it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.23it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.80it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.41it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.04it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.12it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.79it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.15it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.87it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.02it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.77it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.21it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.98it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.45it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.25it/s, v_num=ld_0, val_loss=1.750, train_loss=0.710]
Epoch 34: 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=1.490, train_loss=0.710]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.66it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 103.23it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 100.75it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.15it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.10it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.01it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.29it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.61it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.06it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.77it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.34it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.87it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.47it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.64it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.32it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.94it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.66it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.97it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.72it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.50it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.14it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.33it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.13it/s, v_num=ld_0, val_loss=1.490, train_loss=0.691]
Epoch 35: 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=1.530, train_loss=0.691]
Epoch 35: 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=1.530, train_loss=0.549]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 102.88it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 100.78it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.00it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.81it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.25it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.52it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.32it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.77it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.79it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.35it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.94it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.57it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.91it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.59it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.75it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.48it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.68it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.45it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.84it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.59it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.16it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.96it/s, v_num=ld_0, val_loss=1.530, train_loss=0.549]
Epoch 36: 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=1.600, train_loss=0.549]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.87it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 102.36it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 100.28it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.67it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.63it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.20it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.50it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.19it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.65it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.46it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.03it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.68it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.26it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.27it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.94it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.44it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.16it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.55it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.28it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.47it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.25it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.58it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.38it/s, v_num=ld_0, val_loss=1.600, train_loss=0.510]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.31it/s, v_num=ld_0, val_loss=1.650, train_loss=0.510]
Epoch 37: 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=1.650, train_loss=0.521]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 99.63it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 97.66it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.49it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.49it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.18it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.50it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.13it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.54it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.54it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.13it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.84it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.49it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.04it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.70it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.83it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.54it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.02it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.79it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.03it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.82it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.38it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.19it/s, v_num=ld_0, val_loss=1.650, train_loss=0.521]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.57it/s, v_num=ld_0, val_loss=2.080, train_loss=0.521]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.16it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 103.70it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 101.54it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.25it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.19it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.42it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.70it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.74it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.19it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.03it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.57it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.20it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.83it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.93it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.61it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.99it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.72it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.93it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.68it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.02it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.78it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.25it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.05it/s, v_num=ld_0, val_loss=2.080, train_loss=0.576]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.11it/s, v_num=ld_0, val_loss=1.990, train_loss=0.576]
Epoch 39: 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=1.990, train_loss=0.658]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 103.45it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 101.32it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.99it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.90it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.90it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.10it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.21it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.66it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.34it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.85it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.63it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.25it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.04it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.71it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.18it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.91it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.32it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.08it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.44it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.20it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.77it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.55it/s, v_num=ld_0, val_loss=1.990, train_loss=0.658]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.43it/s, v_num=ld_0, val_loss=1.920, train_loss=0.658]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.02it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 100.59it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 98.57it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.66it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.55it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.01it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.32it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.08it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.49it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.42it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.99it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.73it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.37it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.78it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.43it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.17it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.90it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.51it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.27it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.60it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.38it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.61it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.38it/s, v_num=ld_0, val_loss=1.920, train_loss=0.604]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.54it/s, v_num=ld_0, val_loss=1.900, train_loss=0.604]
Epoch 41: 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=1.900, train_loss=0.516]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 102.52it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 100.42it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.55it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.52it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.02it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.23it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.32it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.77it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.87it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.38it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.02it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.66it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.92it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.60it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.73it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.41it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.61it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.37it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.68it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.46it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.91it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.71it/s, v_num=ld_0, val_loss=1.900, train_loss=0.516]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.73it/s, v_num=ld_0, val_loss=2.010, train_loss=0.516]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.33it/s, v_num=ld_0, val_loss=2.010, train_loss=0.474]
Epoch 42: 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=2.010, train_loss=0.474]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.8968029022216797
      Accuracy_val          0.6167664527893066
        val_loss            2.0090339183807373
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 60.00it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 58.82it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.21it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 63.60it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.76it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.30it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.70it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.36it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.48it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 67.28it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.19it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.01it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.08it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.91it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.68it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 76.53it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.64it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.50it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.52it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.39it/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, 82.29it/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, 82.16it/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, 72.90it/s, v_num=ld_1, val_loss=2.290]
Epoch 0: 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=2.290, train_loss=2.290]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 102.03it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 99.98it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.01it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.00it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.84it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.16it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.48it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.91it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.87it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.45it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.78it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.43it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.08it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.78it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.07it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.78it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.32it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.08it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.34it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.11it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.22it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.03it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.13it/s, v_num=ld_1, val_loss=2.240, train_loss=2.290]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.76it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 101.55it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 99.50it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.09it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.14it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.58it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.86it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.15it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.51it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.35it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.91it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.29it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.90it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.19it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.91it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.06it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:  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=2.240, train_loss=2.090]
Epoch 2:  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=2.240, train_loss=2.090]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.80it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2:  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=2.240, train_loss=2.090]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.94it/s, v_num=ld_1, val_loss=2.240, train_loss=2.090]
Epoch 2: 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=2.240, train_loss=2.090]
Epoch 2: 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=2.240, train_loss=2.090]
Epoch 2: 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=2.210, train_loss=2.090]
Epoch 2: 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=2.210, train_loss=1.880]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 98.70it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 96.76it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.30it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.32it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.14it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.50it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.62it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.07it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.26it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.82it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.24it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.87it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.14it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.85it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.91it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:  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=2.210, train_loss=1.880]
Epoch 3:  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=2.210, train_loss=1.880]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.10it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.75it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.55it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.43it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.22it/s, v_num=ld_1, val_loss=2.210, train_loss=1.880]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.18it/s, v_num=ld_1, val_loss=1.770, train_loss=1.880]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.80it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 103.06it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 100.94it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.12it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.80it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.04it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.34it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.11it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.53it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.38it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.96it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.55it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.20it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.97it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.62it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.77it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.50it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.73it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.50it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.01it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.77it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.21it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.01it/s, v_num=ld_1, val_loss=1.770, train_loss=1.620]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.36it/s, v_num=ld_1, val_loss=1.860, train_loss=1.620]
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=1.860, train_loss=1.420]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 103.12it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 100.81it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.11it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.97it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.92it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.21it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.66it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.13it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.90it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.47it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.29it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.93it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.42it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.06it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.19it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.91it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.10it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.86it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.30it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.05it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.45it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.25it/s, v_num=ld_1, val_loss=1.860, train_loss=1.420]
Epoch 5: 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=1.650, train_loss=1.420]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.18it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 102.47it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 100.18it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.56it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.31it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.38it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.67it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.11it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.52it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.37it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.94it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.54it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.17it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.58it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.25it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.34it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.06it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.51it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.26it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.47it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.23it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.50it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.30it/s, v_num=ld_1, val_loss=1.650, train_loss=1.420]
Epoch 6: 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=1.640, train_loss=1.420]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.05it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 102.23it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 100.16it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.66it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.60it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.51it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.80it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.64it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.11it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.19it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.69it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.14it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.77it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.35it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.05it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.30it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.00it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.27it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.03it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.09it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.88it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.87it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.68it/s, v_num=ld_1, val_loss=1.640, train_loss=1.280]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.90it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.52it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 102.78it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 100.67it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.64it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.48it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.60it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.81it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.99it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.46it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.47it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.05it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.78it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.40it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.56it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.25it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.07it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.77it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.99it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.76it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.03it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.82it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.46it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.26it/s, v_num=ld_1, val_loss=1.610, train_loss=1.280]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.72it/s, v_num=ld_1, val_loss=1.770, train_loss=1.280]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.34it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 102.84it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 100.73it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.64it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.58it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.36it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.60it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.60it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.06it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.18it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.68it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.24it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.88it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.66it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.32it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.21it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.91it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.05it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.81it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.03it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.81it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.30it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.08it/s, v_num=ld_1, val_loss=1.770, train_loss=1.220]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.27it/s, v_num=ld_1, val_loss=1.700, train_loss=1.220]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.86it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 100.48it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 98.26it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.58it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.45it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.24it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.56it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.80it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.28it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.76it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.30it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.25it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.90it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.36it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.05it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.21it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.95it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.46it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.22it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.55it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.34it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.89it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.69it/s, v_num=ld_1, val_loss=1.700, train_loss=1.230]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.90it/s, v_num=ld_1, val_loss=1.710, train_loss=1.230]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.50it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 102.66it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 100.55it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.49it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.43it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.83it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.13it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.52it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.91it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.82it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.39it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.27it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.87it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.43it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.12it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.06it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.78it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.27it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.00it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.33it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.11it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.72it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.49it/s, v_num=ld_1, val_loss=1.710, train_loss=1.290]
Epoch 11: 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=1.670, train_loss=1.290]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.36it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 103.10it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 100.99it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.41it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.21it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.86it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.14it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.36it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.76it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.53it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.09it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.67it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.26it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.55it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.23it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.16it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.88it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.31it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.06it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.21it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.99it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.52it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.32it/s, v_num=ld_1, val_loss=1.670, train_loss=1.160]
Epoch 12: 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=1.830, train_loss=1.160]
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_1, val_loss=1.830, train_loss=1.040]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 104.84it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 102.31it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.29it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.18it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.76it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.04it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.89it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.29it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.78it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.35it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.16it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.74it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.08it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.76it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.61it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.33it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.61it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.36it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.65it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.43it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.72it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.52it/s, v_num=ld_1, val_loss=1.830, train_loss=1.040]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.80it/s, v_num=ld_1, val_loss=1.580, train_loss=1.040]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.39it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 104.14it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 101.96it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.80it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.73it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.11it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.40it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.11it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.55it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.12it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.70it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.52it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.12it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.60it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.29it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.38it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.10it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.99it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.70it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.13it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.89it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.51it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.31it/s, v_num=ld_1, val_loss=1.580, train_loss=1.310]
Epoch 14: 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=1.490, train_loss=1.310]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.18it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 101.41it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 98.99it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.37it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.37it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.78it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.12it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.98it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.48it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.95it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.50it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.26it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.92it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.69it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.39it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.32it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  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=1.490, train_loss=1.100]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.74it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.51it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.70it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.49it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.15it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.96it/s, v_num=ld_1, val_loss=1.490, train_loss=1.100]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.53it/s, v_num=ld_1, val_loss=1.460, train_loss=1.100]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.13it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 98.77it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 96.63it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.16it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.15it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.03it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.36it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.28it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.78it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.57it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.17it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.24it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.91it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.54it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.26it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.68it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  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=1.460, train_loss=1.030]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.16it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.93it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.44it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.23it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.97it/s, v_num=ld_1, val_loss=1.460, train_loss=1.030]
Epoch 16: 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=1.460, train_loss=1.030]
Epoch 16: 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=1.560, train_loss=1.030]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.13it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 100.74it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 98.71it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.37it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.34it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.29it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.60it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.37it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.84it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.82it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.39it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.40it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.04it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.58it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.27it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.25it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.98it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.37it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.13it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.44it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.22it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.46it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.26it/s, v_num=ld_1, val_loss=1.560, train_loss=1.010]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.19it/s, v_num=ld_1, val_loss=1.640, train_loss=1.010]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.81it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 102.10it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 99.99it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.03it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.96it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.47it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.78it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.03it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.50it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.26it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.83it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.54it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.19it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.68it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.37it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.99it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.71it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.85it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  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=1.640, train_loss=0.941]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.28it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.05it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.14it/s, v_num=ld_1, val_loss=1.640, train_loss=0.941]
Epoch 18: 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=1.640, train_loss=0.941]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.58it/s, v_num=ld_1, val_loss=1.770, train_loss=0.941]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.20it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 99.39it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 97.32it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.39it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.39it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.41it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.74it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.45it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.86it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.11it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.70it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.80it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.45it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.61it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.31it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.43it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.16it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.96it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.73it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.36it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.16it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.93it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.72it/s, v_num=ld_1, val_loss=1.770, train_loss=0.871]
Epoch 19: 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=1.410, train_loss=0.871]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.92it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 103.34it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 101.22it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.68it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.60it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.40it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.67it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.78it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.20it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.92it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.49it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.26it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.87it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.39it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.08it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.07it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.80it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.39it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.10it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.46it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.24it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.81it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.61it/s, v_num=ld_1, val_loss=1.410, train_loss=0.897]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.88it/s, v_num=ld_1, val_loss=1.600, train_loss=0.897]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.49it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 103.57it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 101.21it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.22it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.04it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.93it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.21it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.53it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.99it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.34it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.90it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.24it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.88it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.47it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.11it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.28it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.01it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.47it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.23it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.71it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.49it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.09it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.87it/s, v_num=ld_1, val_loss=1.600, train_loss=0.784]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.07it/s, v_num=ld_1, val_loss=1.770, train_loss=0.784]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.69it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 102.95it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 100.84it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.59it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.37it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.15it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.43it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.70it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.15it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.76it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.32it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.87it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.44it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.79it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.47it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.61it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.33it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.82it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.57it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.83it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.59it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.98it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.78it/s, v_num=ld_1, val_loss=1.770, train_loss=0.743]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.76it/s, v_num=ld_1, val_loss=1.660, train_loss=0.743]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.36it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 103.93it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 101.76it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.06it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.98it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.02it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.30it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.25it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.71it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.58it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.14it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.66it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.24it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.75it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.43it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.63it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.36it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.76it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.52it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.77it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.55it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.93it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.72it/s, v_num=ld_1, val_loss=1.660, train_loss=0.776]
Epoch 23: 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=1.700, train_loss=0.776]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.14it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 102.06it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 99.82it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.69it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.62it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.21it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.42it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.34it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.79it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.50it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.07it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.76it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.37it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.82it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.50it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.86it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.55it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.48it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.19it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.36it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.14it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.39it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.19it/s, v_num=ld_1, val_loss=1.700, train_loss=0.742]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.52it/s, v_num=ld_1, val_loss=1.470, train_loss=0.742]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.12it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 102.80it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 100.46it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.15it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.98it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.11it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.41it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.83it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.30it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.25it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.78it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.52it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.17it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.01it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.67it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.85it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.56it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.94it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.70it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.28it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.06it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.69it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.49it/s, v_num=ld_1, val_loss=1.470, train_loss=0.717]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.68it/s, v_num=ld_1, val_loss=1.780, train_loss=0.717]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.28it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 103.69it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 101.57it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.88it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.80it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.23it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.45it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.42it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.88it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.94it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.46it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.02it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.65it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.95it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.64it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.99it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.71it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.92it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.68it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.10it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.86it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.30it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.10it/s, v_num=ld_1, val_loss=1.780, train_loss=0.764]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.20it/s, v_num=ld_1, val_loss=1.460, train_loss=0.764]
Epoch 26: 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=1.460, train_loss=0.762]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 101.19it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 99.14it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.27it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.21it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.25it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.55it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.98it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.40it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.22it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.79it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.74it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.38it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.81it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.50it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.42it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.14it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.61it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.35it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.68it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.46it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.06it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.87it/s, v_num=ld_1, val_loss=1.460, train_loss=0.762]
Epoch 27: 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=0.762]
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_1, val_loss=1.320, train_loss=0.768]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 104.82it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 102.65it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.30it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.20it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.39it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.67it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.68it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.14it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.96it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.52it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.08it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.68it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.12it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.81it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.84it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.56it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.13it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.88it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.37it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.12it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.51it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.31it/s, v_num=ld_1, val_loss=1.320, train_loss=0.768]
Epoch 28: 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=1.620, train_loss=0.768]
Epoch 28: 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=1.620, train_loss=0.765]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 103.78it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 101.64it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.09it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.02it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.67it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.97it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.32it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.73it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.22it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.79it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.07it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.71it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.43it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.12it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.22it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.95it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.65it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.39it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.73it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.52it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.11it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.92it/s, v_num=ld_1, val_loss=1.620, train_loss=0.765]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.81it/s, v_num=ld_1, val_loss=1.670, train_loss=0.765]
Epoch 29: 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=1.670, train_loss=0.632]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 103.64it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 101.49it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.30it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.22it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.28it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.51it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.72it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.18it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.10it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.66it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.25it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.88it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.49it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.18it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.22it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.94it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.48it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.21it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.11it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.89it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.03it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.83it/s, v_num=ld_1, val_loss=1.670, train_loss=0.632]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.02it/s, v_num=ld_1, val_loss=1.970, train_loss=0.632]
Epoch 30: 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=1.970, train_loss=0.525]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 103.54it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 101.25it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.72it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.11it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.70it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.01it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.72it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.20it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.11it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.69it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.13it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.78it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.66it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.32it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.55it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.26it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.60it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.37it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.57it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.36it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.84it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.65it/s, v_num=ld_1, val_loss=1.970, train_loss=0.525]
Epoch 31: 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=1.540, train_loss=0.525]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.98it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 104.06it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 101.91it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.70it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.63it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.05it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.26it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.07it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.49it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.62it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.20it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.88it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.52it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.96it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.62it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.80it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.52it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.76it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.52it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.95it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.71it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.43it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.24it/s, v_num=ld_1, val_loss=1.540, train_loss=0.551]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.68it/s, v_num=ld_1, val_loss=1.680, train_loss=0.551]
Epoch 32: 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=1.680, train_loss=0.571]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 104.00it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 101.87it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.78it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.68it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.08it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.35it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.39it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.77it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.19it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.75it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.22it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.85it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.37it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.05it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.08it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.80it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.35it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.10it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.42it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.20it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.63it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.43it/s, v_num=ld_1, val_loss=1.680, train_loss=0.571]
Epoch 33: 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=1.330, train_loss=0.571]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.98it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 100.15it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 98.15it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.97it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.94it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.25it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.57it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.77it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.25it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.14it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.65it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.67it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.32it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.27it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.97it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.37it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.10it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.67it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.33it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.74it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.53it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.00it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.80it/s, v_num=ld_1, val_loss=1.330, train_loss=0.655]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.36it/s, v_num=ld_1, val_loss=1.890, train_loss=0.655]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.96it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 103.05it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 100.92it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.79it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.41it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.83it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.07it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.33it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.81it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.12it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.70it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.15it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.80it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.47it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.16it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.95it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.69it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.95it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.72it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.14it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.88it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.60it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.41it/s, v_num=ld_1, val_loss=1.890, train_loss=0.530]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.08it/s, v_num=ld_1, val_loss=1.820, train_loss=0.530]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.65it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 104.53it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 102.01it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.78it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.69it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.15it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.43it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.88it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.33it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.96it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.52it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.20it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.78it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.05it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.74it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.92it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.63it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.16it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.91it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.14it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.92it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.48it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.28it/s, v_num=ld_1, val_loss=1.820, train_loss=0.473]
Epoch 36: 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=1.850, train_loss=0.473]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.98it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 105.08it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 102.88it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.66it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.56it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.26it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.45it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.23it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.68it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.62it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.13it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.29it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.92it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.23it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.92it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.23it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.92it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.23it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.99it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.34it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.10it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.53it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.33it/s, v_num=ld_1, val_loss=1.850, train_loss=0.478]
Epoch 37: 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=2.100, train_loss=0.478]
Epoch 37: 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=2.100, train_loss=0.426]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 103.39it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 101.26it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.48it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.39it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.74it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.02it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.92it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.38it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.17it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.66it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.22it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.85it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.54it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.15it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.16it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.87it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.17it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.93it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.27it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.03it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.34it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.14it/s, v_num=ld_1, val_loss=2.100, train_loss=0.426]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.29it/s, v_num=ld_1, val_loss=2.080, train_loss=0.426]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.88it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 104.38it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 102.21it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.51it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.42it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.49it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.71it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.26it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.72it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.89it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.40it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.11it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.74it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.35it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.00it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.95it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.64it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.91it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.66it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.07it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.83it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.30it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.10it/s, v_num=ld_1, val_loss=2.080, train_loss=0.514]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.17it/s, v_num=ld_1, val_loss=1.800, train_loss=0.514]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.76it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 99.62it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 97.45it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.68it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.56it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.65it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.91it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.42it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.90it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.48it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.06it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.74it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.38it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.21it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.90it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.18it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.90it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.22it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.98it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.45it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.24it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.47it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.27it/s, v_num=ld_1, val_loss=1.800, train_loss=0.424]
Epoch 40: 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=1.740, train_loss=0.424]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.74it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 100.23it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 98.21it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.01it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.97it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.67it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.84it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.06it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.53it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.70it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.27it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.75it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.39it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.11it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.80it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.94it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.66it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.20it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.90it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.22it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.00it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.50it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.28it/s, v_num=ld_1, val_loss=1.740, train_loss=0.522]
Epoch 41: 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=1.750, train_loss=0.522]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.01it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 106.17it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 103.92it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.01it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.89it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.49it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.75it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.72it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.17it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.06it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.57it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.05it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.68it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.25it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.88it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.86it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.57it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.80it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.55it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.76it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.54it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.16it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.94it/s, v_num=ld_1, val_loss=1.750, train_loss=0.430]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.92it/s, v_num=ld_1, val_loss=1.620, train_loss=0.430]
Epoch 42: 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=1.620, train_loss=0.593]
Epoch 42: 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=1.620, train_loss=0.593]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9208124876022339
      Accuracy_val           0.598802387714386
        val_loss            1.6176382303237915
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 63.91it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 62.64it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.77it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.15it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.12it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.68it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.11it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.78it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.71it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.42it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.21it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.02it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.14it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 76.97it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.71it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.56it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.90it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.75it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.72it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.59it/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, 85.35it/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, 85.21it/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, 75.34it/s, v_num=ld_2, val_loss=2.290]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.07it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 104.13it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 101.98it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.30it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.22it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.97it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.24it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.06it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.40it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.79it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.36it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.49it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.12it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.74it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.40it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.91it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.64it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.09it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.82it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.01it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.79it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.28it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.05it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.29it/s, v_num=ld_2, val_loss=2.210, train_loss=2.340]
Epoch 1: 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=2.210, train_loss=2.270]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 100.97it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 98.94it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.27it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.10it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.08it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.30it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.07it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.54it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.24it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.82it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.75it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.34it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.46it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.15it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.61it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.34it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.86it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.60it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.89it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.68it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.25it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.04it/s, v_num=ld_2, val_loss=2.210, train_loss=2.270]
Epoch 2: 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=1.990, train_loss=2.270]
Epoch 2: 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=1.990, train_loss=2.160]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 100.57it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 98.21it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.02it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.05it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.16it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.30it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.19it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.67it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.49it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.08it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.03it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.64it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.84it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.51it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:  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=1.990, train_loss=2.160]
Epoch 3:  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=1.990, train_loss=2.160]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.35it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:  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=1.990, train_loss=2.160]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.44it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.23it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.85it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.64it/s, v_num=ld_2, val_loss=1.990, train_loss=2.160]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.28it/s, v_num=ld_2, val_loss=1.650, train_loss=2.160]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.90it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 102.03it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 99.76it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.96it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.82it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.28it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.59it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.89it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.37it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.56it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.15it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.71it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.36it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.06it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.56it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.34it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.93it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.48it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.25it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.66it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.45it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.03it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.82it/s, v_num=ld_2, val_loss=1.650, train_loss=1.920]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=1.590, train_loss=1.920]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.99it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 103.56it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 101.44it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.21it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.16it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.06it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.20it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.16it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.62it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.69it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.15it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.73it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.36it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.53it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.21it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.70it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.40it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.89it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.65it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.08it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.84it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.44it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.24it/s, v_num=ld_2, val_loss=1.590, train_loss=1.790]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.30it/s, v_num=ld_2, val_loss=1.440, train_loss=1.790]
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_2, val_loss=1.440, train_loss=1.500]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 103.49it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 101.34it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.97it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.90it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.84it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.06it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.47it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.94it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.99it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.57it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.54it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.18it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.01it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.70it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.45it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.13it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.31it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.07it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.06it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.83it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.10it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.91it/s, v_num=ld_2, val_loss=1.440, train_loss=1.500]
Epoch 6: 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=1.510, train_loss=1.500]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 100.47it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 98.45it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.73it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.65it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.26it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.58it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.69it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.18it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.69it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.28it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.51it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.17it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.16it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.86it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.50it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.24it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.65it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.42it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.68it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.47it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.83it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.61it/s, v_num=ld_2, val_loss=1.510, train_loss=1.520]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.19it/s, v_num=ld_2, val_loss=1.200, train_loss=1.520]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.80it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 103.31it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 100.96it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.28it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.23it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.51it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.79it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.98it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.44it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.53it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.10it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.48it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.12it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.46it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.12it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.70it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.43it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.90it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.64it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.97it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.76it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.27it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.07it/s, v_num=ld_2, val_loss=1.200, train_loss=1.430]
Epoch 8: 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=1.330, train_loss=1.430]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.72it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 101.81it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 99.75it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.79it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.76it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.84it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.07it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.16it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.63it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.41it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.98it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.80it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.37it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.31it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.93it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.17it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.91it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.28it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.04it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.58it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.34it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.92it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.72it/s, v_num=ld_2, val_loss=1.330, train_loss=1.240]
Epoch 9: 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=1.550, train_loss=1.240]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.74it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 103.53it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 101.42it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.19it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.13it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.84it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.05it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.95it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.40it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.36it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.88it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.39it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.03it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.09it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.77it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.27it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.97it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.30it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.06it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.45it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.22it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.75it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.55it/s, v_num=ld_2, val_loss=1.550, train_loss=1.560]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.54it/s, v_num=ld_2, val_loss=1.320, train_loss=1.560]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.13it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 103.91it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 101.76it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.40it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.35it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.34it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.62it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.39it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.85it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.94it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.50it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.91it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.54it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.33it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.01it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.50it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.20it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.48it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.24it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.49it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.27it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.87it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.67it/s, v_num=ld_2, val_loss=1.320, train_loss=1.510]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.80it/s, v_num=ld_2, val_loss=1.190, train_loss=1.510]
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_2, val_loss=1.190, train_loss=1.340]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 104.57it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 102.19it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.69it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.60it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.01it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.30it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.41it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.89it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.37it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.96it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.84it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.49it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.07it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.74it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.31it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.05it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.75it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.45it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.81it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.60it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.21it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.99it/s, v_num=ld_2, val_loss=1.190, train_loss=1.340]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.11it/s, v_num=ld_2, val_loss=1.280, train_loss=1.340]
Epoch 12: 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=1.280, train_loss=1.120]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 99.36it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 97.21it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.05it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.55it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.50it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.77it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.44it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.92it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.28it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.81it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.52it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.17it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.45it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.14it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.69it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.38it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.99it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.75it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.33it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.11it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.76it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.55it/s, v_num=ld_2, val_loss=1.280, train_loss=1.120]
Epoch 13: 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=1.330, train_loss=1.120]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.30it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 104.30it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 102.15it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.19it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.85it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.20it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.48it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.58it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.98it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.36it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.92it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.83it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.42it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.36it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.04it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.28it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.01it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.53it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.24it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.55it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.33it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.71it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.51it/s, v_num=ld_2, val_loss=1.330, train_loss=1.080]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.62it/s, v_num=ld_2, val_loss=1.050, train_loss=1.080]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.22it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 103.60it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 101.26it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.36it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.80it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.25it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.55it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.38it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.78it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.22it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.79it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.47it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.11it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.52it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.17it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.67it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.40it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.84it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.56it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.81it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.59it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.25it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.05it/s, v_num=ld_2, val_loss=1.050, train_loss=1.030]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.25it/s, v_num=ld_2, val_loss=1.190, train_loss=1.030]
Epoch 15: 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=1.190, train_loss=1.010]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 104.69it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 102.31it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.77it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.68it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.60it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.79it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.66it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.10it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.86it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.37it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.79it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.42it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.41it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.09it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.66it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.37it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.59it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.35it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.72it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.50it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.20it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.96it/s, v_num=ld_2, val_loss=1.190, train_loss=1.010]
Epoch 16: 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=1.130, train_loss=1.010]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.52it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 102.34it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 100.26it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.17it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.02it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.02it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.31it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.10it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.57it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.61it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.17it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.74it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.38it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.78it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.43it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.80it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.53it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.05it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.78it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.04it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.83it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.27it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.05it/s, v_num=ld_2, val_loss=1.130, train_loss=0.946]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.20it/s, v_num=ld_2, val_loss=1.220, train_loss=0.946]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.80it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 106.21it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 103.73it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.18it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.01it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.10it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.37it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.01it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.36it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.01it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.58it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.38it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.97it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.12it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.78it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.05it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.75it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.99it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.74it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.96it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.74it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.30it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.07it/s, v_num=ld_2, val_loss=1.220, train_loss=1.020]
Epoch 18: 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=1.090, train_loss=1.020]
Epoch 18: 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=1.090, train_loss=1.000]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 103.83it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 101.66it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.58it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.54it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.79it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.09it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.58it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.05it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.82it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.39it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.37it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.01it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.40it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.08it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.14it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.87it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.03it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.76it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.24it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.96it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.65it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.44it/s, v_num=ld_2, val_loss=1.090, train_loss=1.000]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.89it/s, v_num=ld_2, val_loss=1.110, train_loss=1.000]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 101.59it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 99.55it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.85it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.83it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.02it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.32it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.84it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.30it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.70it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.27it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.22it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.86it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.60it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.25it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.38it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.12it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.49it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.12it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.50it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.23it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.78it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.57it/s, v_num=ld_2, val_loss=1.110, train_loss=1.030]
Epoch 20: 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=1.160, train_loss=1.030]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.63it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 101.27it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 99.23it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.98it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.98it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.23it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.53it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.88it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.34it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.33it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.89it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.66it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.29it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.66it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.29it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.88it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.60it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.18it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.92it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.18it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.96it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.45it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.25it/s, v_num=ld_2, val_loss=1.160, train_loss=0.965]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.48it/s, v_num=ld_2, val_loss=0.924, train_loss=0.965]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.07it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 105.51it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 103.30it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.79it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.71it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.57it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.84it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.99it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.45it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.61it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.17it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.81it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.41it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.18it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.82it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.27it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.00it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.98it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.74it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.13it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.91it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.13it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.93it/s, v_num=ld_2, val_loss=0.924, train_loss=0.919]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.06it/s, v_num=ld_2, val_loss=1.000, train_loss=0.919]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.62it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 101.67it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 99.38it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.00it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.86it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.77it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.07it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.86it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.26it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.06it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.62it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.60it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.23it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.36it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.05it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.33it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.06it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.41it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.14it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.37it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.16it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.58it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.38it/s, v_num=ld_2, val_loss=1.000, train_loss=0.798]
Epoch 23: 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=1.040, train_loss=0.798]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 102.74it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 100.50it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.26it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.12it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.72it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.03it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.94it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.40it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.28it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.85it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.65it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.20it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.49it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.17it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.85it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.55it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.07it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.82it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.33it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.10it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.58it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.38it/s, v_num=ld_2, val_loss=1.040, train_loss=0.801]
Epoch 24: 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=0.957, train_loss=0.801]
Epoch 24: 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=0.957, train_loss=0.718]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 104.59it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 102.41it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.93it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.74it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.38it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.65it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.80it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.19it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.75it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.31it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.04it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.64it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.49it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.15it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.46it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.19it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.60it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.35it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.58it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.36it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.72it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.52it/s, v_num=ld_2, val_loss=0.957, train_loss=0.718]
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_2, val_loss=1.120, train_loss=0.718]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.17it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 102.70it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 100.58it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.11it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.95it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.94it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.23it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.98it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.44it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.51it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.06it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.54it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.17it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.15it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.83it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.34it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.04it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.44it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.19it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.69it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.45it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.78it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.58it/s, v_num=ld_2, val_loss=1.120, train_loss=0.688]
Epoch 26: 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=1.260, train_loss=0.688]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.98it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 104.70it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 102.38it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.65it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.61it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.87it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.14it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.32it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.77it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.84it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.34it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.95it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.58it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.80it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.44it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.72it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.44it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.75it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.50it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.71it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.49it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.07it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.84it/s, v_num=ld_2, val_loss=1.260, train_loss=0.766]
Epoch 27: 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=0.766]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.43it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 105.86it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 103.44it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.39it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.29it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.37it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.64it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.83it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.28it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.17it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.68it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.24it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.82it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.81it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.43it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.68it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.41it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.94it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.67it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.98it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.76it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.31it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.09it/s, v_num=ld_2, val_loss=1.200, train_loss=0.915]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.21it/s, v_num=ld_2, val_loss=1.030, train_loss=0.915]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.83it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 105.35it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 102.78it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.10it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.02it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.76it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.03it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.32it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.77it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.68it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.21it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.62it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.26it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.81it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.46it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.73it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.46it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.70it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.46it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.89it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.65it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.07it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.87it/s, v_num=ld_2, val_loss=1.030, train_loss=0.784]
Epoch 29: 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=1.080, train_loss=0.784]
Epoch 29: 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=1.080, train_loss=0.786]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 104.33it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 102.17it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.63it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.42it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.95it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.21it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 105.19it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.62it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.17it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.72it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.32it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.91it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.85it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.52it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.95it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.63it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.75it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.51it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.74it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.52it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.12it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.91it/s, v_num=ld_2, val_loss=1.080, train_loss=0.786]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.98it/s, v_num=ld_2, val_loss=1.120, train_loss=0.786]
Epoch 30: 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=1.120, train_loss=0.679]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 104.56it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 102.39it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.29it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.09it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.44it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.71it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.71it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.10it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.65it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.20it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.00it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.59it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.83it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.51it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.38it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.11it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.62it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.35it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.48it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.26it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.71it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.49it/s, v_num=ld_2, val_loss=1.120, train_loss=0.679]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.54it/s, v_num=ld_2, val_loss=1.190, train_loss=0.679]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.15it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 105.70it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 103.24it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.68it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.59it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.86it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.14it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.27it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.72it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.13it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.69it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.52it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.11it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.10it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.78it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.12it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.84it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.10it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.83it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.35it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.13it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.52it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.32it/s, v_num=ld_2, val_loss=1.190, train_loss=0.651]
Epoch 32: 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=1.170, train_loss=0.651]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.99it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 105.02it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 102.67it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.62it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.54it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.98it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.16it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.53it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.97it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.82it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.33it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.71it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.34it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.46it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.14it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.59it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.31it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.58it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.34it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.62it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.38it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.08it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.85it/s, v_num=ld_2, val_loss=1.170, train_loss=0.703]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.84it/s, v_num=ld_2, val_loss=0.896, train_loss=0.703]
Epoch 33: 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=0.896, train_loss=0.736]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 106.38it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 103.91it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.07it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.89it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.05it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.32it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.40it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.79it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.74it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.30it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.73it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.36it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.80it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.47it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.38it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.10it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.46it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.22it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.40it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.17it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.52it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.31it/s, v_num=ld_2, val_loss=0.896, train_loss=0.736]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.30it/s, v_num=ld_2, val_loss=0.931, train_loss=0.736]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.91it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 103.54it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 101.41it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.67it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.59it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.82it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.10it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.40it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.84it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.96it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.52it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.66it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.29it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.71it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.36it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.80it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.53it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.98it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.71it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.80it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.54it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.36it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.05it/s, v_num=ld_2, val_loss=0.931, train_loss=0.593]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.50it/s, v_num=ld_2, val_loss=1.040, train_loss=0.593]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.08it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 97.81it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 95.89it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.14it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.17it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.71it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.05it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.87it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.37it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.55it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.15it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.15it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.77it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.52it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.22it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.15it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.89it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.58it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.35it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.61it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.41it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.70it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.50it/s, v_num=ld_2, val_loss=1.040, train_loss=0.554]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.83it/s, v_num=ld_2, val_loss=1.110, train_loss=0.554]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.45it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 100.18it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 98.17it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.54it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.54it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.27it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.51it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.60it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.08it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.30it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.87it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.80it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.44it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.58it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.27it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.76it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.49it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.93it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.67it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.09it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.87it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.54it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.35it/s, v_num=ld_2, val_loss=1.110, train_loss=0.618]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.50it/s, v_num=ld_2, val_loss=1.020, train_loss=0.618]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.12it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 103.83it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 101.68it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.97it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.79it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.43it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.70it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.14it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.51it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.32it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.86it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.91it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.54it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.69it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.29it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.08it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.75it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.10it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.86it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.91it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.69it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.01it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.82it/s, v_num=ld_2, val_loss=1.020, train_loss=0.584]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.80it/s, v_num=ld_2, val_loss=0.952, train_loss=0.584]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.41it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 102.18it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 100.09it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.10it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.09it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.19it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.49it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.97it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.40it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.89it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.47it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.78it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.43it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.53it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.23it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.38it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.11it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.31it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.08it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.55it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.32it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.84it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.65it/s, v_num=ld_2, val_loss=0.952, train_loss=0.593]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.98it/s, v_num=ld_2, val_loss=1.240, train_loss=0.593]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.59it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 101.02it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 98.98it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.31it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.29it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.33it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.64it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.80it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.29it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.81it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.40it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.72it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.38it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.95it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.64it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.31it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.01it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.49it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.25it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.93it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.68it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.15it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.96it/s, v_num=ld_2, val_loss=1.240, train_loss=0.712]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.37it/s, v_num=ld_2, val_loss=0.976, train_loss=0.712]
Epoch 40: 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=0.976, train_loss=0.590]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 104.20it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 102.03it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.29it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.22it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.19it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.40it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.09it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.54it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.50it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.06it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.48it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.11it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.34it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.01it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.34it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.06it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.23it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.98it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.36it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.14it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.49it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.29it/s, v_num=ld_2, val_loss=0.976, train_loss=0.590]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.04it/s, v_num=ld_2, val_loss=0.971, train_loss=0.590]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.64it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 99.46it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 97.49it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.06it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.03it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.63it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.92it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.88it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.34it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.40it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.96it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.59it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.23it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.54it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.18it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.77it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.50it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.97it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.70it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.09it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.86it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.32it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.08it/s, v_num=ld_2, val_loss=0.971, train_loss=0.509]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.13it/s, v_num=ld_2, val_loss=1.330, train_loss=0.509]
Epoch 42: 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=1.330, train_loss=0.602]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 106.09it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 103.65it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.79it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.71it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.82it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.08it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.20it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.58it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.30it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.85it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.62it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.21it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.27it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.94it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.28it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.01it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.32it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.05it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.23it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.00it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.52it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.32it/s, v_num=ld_2, val_loss=1.330, train_loss=0.602]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.07it/s, v_num=ld_2, val_loss=1.080, train_loss=0.602]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.63it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 100.23it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 98.00it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.03it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.92it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.57it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.88it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.64it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.02it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.18it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.75it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.44it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.04it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.14it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.83it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.59it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.29it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.40it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.16it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.29it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.08it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.63it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.43it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.81it/s, v_num=ld_2, val_loss=1.080, train_loss=0.634]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.41it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 100.88it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 98.41it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.00it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.88it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.88it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.20it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.37it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.85it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.22it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.59it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.59it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.13it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.00it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.69it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.33it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.04it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.67it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.44it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.10it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.85it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.63it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.41it/s, v_num=ld_2, val_loss=1.080, train_loss=0.686]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.91it/s, v_num=ld_2, val_loss=1.020, train_loss=0.686]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.52it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 103.67it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 101.52it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.25it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.17it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.19it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.45it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.74it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.13it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.90it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.45it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.18it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.73it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.69it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.37it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.66it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.38it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.76it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.51it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.80it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.58it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.00it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.80it/s, v_num=ld_2, val_loss=1.020, train_loss=0.552]
Epoch 46: 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=1.230, train_loss=0.552]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.31it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 106.59it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 104.33it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.79it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.69it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 105.47it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.72it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 105.21it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.65it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.19it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.73it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.12it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.74it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.90it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.54it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.92it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.64it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.10it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.83it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.59it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.35it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.75it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.55it/s, v_num=ld_2, val_loss=1.230, train_loss=0.428]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.66it/s, v_num=ld_2, val_loss=1.000, train_loss=0.428]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.25it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:   9%|โ–‰         | 1/11 [00:00<00:00, 103.48it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:   9%|โ–‰         | 1/11 [00:00<00:00, 101.33it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.82it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.61it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.16it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.43it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.79it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.18it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.82it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.37it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.18it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.80it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.79it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.47it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.93it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.62it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.91it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.66it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.02it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.77it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.24it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.04it/s, v_num=ld_2, val_loss=1.000, train_loss=0.386]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.97it/s, v_num=ld_2, val_loss=1.310, train_loss=0.386]
Epoch 48: 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=1.310, train_loss=0.395]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.09it/s, v_num=ld_2, val_loss=1.310, train_loss=0.395]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9329989552497864
      Accuracy_val           0.650602400302887
        val_loss            1.3114556074142456
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 71.91it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 70.78it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.76it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.08it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.49it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.10it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.38it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.04it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.41it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.16it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.47it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.23it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.67it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.49it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.15it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.99it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.31it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.17it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.50it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.37it/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, 82.99it/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, 82.87it/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, 72.26it/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, 71.88it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 82.72it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 81.32it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.31it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.58it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.70it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.98it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.45it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.10it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.83it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.55it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.17it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.92it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.48it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.29it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.83it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.66it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.37it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.22it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.71it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.57it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.35it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.22it/s, v_num=ld_0, val_loss=2.140, train_loss=2.280]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.22it/s, v_num=ld_0, val_loss=1.830, train_loss=2.280]
Epoch 1: 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=1.830, train_loss=1.920]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 79.25it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 77.41it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.22it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.53it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.18it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.75it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.81it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.47it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.06it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.79it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.84it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.60it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.51it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.30it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.60it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.42it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.86it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.68it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.11it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.96it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.42it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.26it/s, v_num=ld_0, val_loss=1.830, train_loss=1.920]
Epoch 2: 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=1.800, train_loss=1.920]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.09it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 84.89it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 83.42it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.17it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.43it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.64it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.16it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.19it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.83it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.81it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.50it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.50it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.23it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.94it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.65it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.14it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.89it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.44it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  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=1.800, train_loss=1.560]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.57it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.43it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.04it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.90it/s, v_num=ld_0, val_loss=1.800, train_loss=1.560]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.68it/s, v_num=ld_0, val_loss=1.550, train_loss=1.560]
Epoch 3: 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=1.550, train_loss=1.260]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 84.98it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 83.54it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.90it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.17it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.60it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.12it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.95it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.59it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.50it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.21it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.90it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.66it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.30it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.09it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.20it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.02it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.38it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.20it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.50it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.35it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.92it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.79it/s, v_num=ld_0, val_loss=1.550, train_loss=1.260]
Epoch 4: 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=1.350, train_loss=1.260]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.70it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 86.74it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 85.10it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.91it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.14it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.41it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.90it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.64it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.26it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.85it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.51it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.79it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.54it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.88it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.64it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.62it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.43it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.43it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.26it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.54it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.37it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.81it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.67it/s, v_num=ld_0, val_loss=1.350, train_loss=1.030]
Epoch 5: 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=1.410, train_loss=1.030]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.34it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 84.28it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 82.71it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.19it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.37it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.72it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.24it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.39it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.98it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.64it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.35it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.95it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.68it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.24it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.03it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.29it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.10it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.38it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.21it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.41it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.25it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.76it/s, v_num=ld_0, val_loss=1.410, train_loss=0.785]
Epoch 6: 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=1.410, train_loss=0.785]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.55it/s, v_num=ld_0, val_loss=1.350, train_loss=0.785]
Epoch 6: 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=1.350, train_loss=0.679]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 85.09it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 83.64it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.03it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.29it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.73it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.25it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.24it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.87it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.41it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.10it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.63it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.35it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.85it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.64it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.65it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.46it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.81it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.64it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.04it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.89it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.11it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.97it/s, v_num=ld_0, val_loss=1.350, train_loss=0.679]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.72it/s, v_num=ld_0, val_loss=1.650, train_loss=0.679]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.42it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 86.34it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 84.70it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.08it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.17it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.51it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.02it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.91it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.50it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.09it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.79it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.43it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.18it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.31it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.09it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.92it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.73it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.89it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.72it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.04it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.88it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.46it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.32it/s, v_num=ld_0, val_loss=1.650, train_loss=0.627]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.35it/s, v_num=ld_0, val_loss=1.590, train_loss=0.627]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.05it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 86.87it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 85.34it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.00it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.22it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.55it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.04it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.79it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.40it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.92it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.61it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.94it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.68it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.91it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.69it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.84it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.65it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:  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=1.590, train_loss=0.534]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.81it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9:  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=1.590, train_loss=0.534]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.87it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.28it/s, v_num=ld_0, val_loss=1.590, train_loss=0.534]
Epoch 9: 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=1.590, train_loss=0.534]
Epoch 9: 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=1.520, train_loss=0.534]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.73it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 88.20it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 86.64it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.42it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.62it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.96it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.40it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.12it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.73it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.28it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.96it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.08it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.82it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.72it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.50it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.66it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.47it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.67it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.50it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.75it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.59it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.11it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.96it/s, v_num=ld_0, val_loss=1.520, train_loss=0.478]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.91it/s, v_num=ld_0, val_loss=1.440, train_loss=0.478]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.61it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 87.59it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 85.90it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.35it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.57it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.87it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.36it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.14it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.75it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.34it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.02it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.42it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.16it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.56it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.34it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.26it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.06it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.35it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.18it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.41it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.24it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11: 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=1.440, train_loss=0.431]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.58it/s, v_num=ld_0, val_loss=1.440, train_loss=0.431]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.42it/s, v_num=ld_0, val_loss=1.260, train_loss=0.431]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.10it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 87.28it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 85.75it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.23it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.36it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.32it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.81it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.64it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.22it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.95it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.64it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.04it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.78it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.04it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.82it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.90it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.71it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:  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=1.260, train_loss=0.400]
Epoch 12:  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=1.260, train_loss=0.400]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.07it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12:  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=1.260, train_loss=0.400]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.24it/s, v_num=ld_0, val_loss=1.260, train_loss=0.400]
Epoch 12: 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=1.260, train_loss=0.400]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.75it/s, v_num=ld_0, val_loss=1.410, train_loss=0.400]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.43it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 85.89it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 84.29it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.62it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.80it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.47it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.98it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.10it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.73it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.58it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.25it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.93it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.67it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.09it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.86it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.84it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.65it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.42it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.25it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.61it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.46it/s, v_num=ld_0, val_loss=1.410, train_loss=0.313]
Epoch 13: 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=1.410, train_loss=0.313]
Epoch 13: 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=1.410, train_loss=0.313]
Epoch 13: 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=1.370, train_loss=0.313]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.50it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 84.89it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 83.45it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.76it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.06it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.39it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.92it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.11it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.75it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.30it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.01it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.55it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.31it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.64it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.43it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.50it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.26it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.76it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.60it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.13it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.97it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.58it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.43it/s, v_num=ld_0, val_loss=1.370, train_loss=0.210]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.16it/s, v_num=ld_0, val_loss=2.090, train_loss=0.210]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.86it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 84.21it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 82.64it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.99it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.20it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.09it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.60it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.38it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.97it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.88it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.58it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.17it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.92it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.41it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.19it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.34it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.14it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.46it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.29it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.51it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.36it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.81it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.67it/s, v_num=ld_0, val_loss=2.090, train_loss=0.166]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.65it/s, v_num=ld_0, val_loss=1.960, train_loss=0.166]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.36it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 87.36it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 85.84it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.00it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.21it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.89it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.38it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.14it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.75it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.04it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.73it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.39it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.10it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.97it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.75it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.90it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.71it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.67it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.50it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.73it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.58it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16: 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=1.960, train_loss=0.217]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.56it/s, v_num=ld_0, val_loss=1.960, train_loss=0.217]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.55it/s, v_num=ld_0, val_loss=1.800, train_loss=0.217]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.25it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 84.00it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 82.58it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.41it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.67it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.66it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.11it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.97it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.60it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.74it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.45it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.96it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.68it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.97it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.76it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.84it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.66it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.02it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.85it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.09it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.92it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.19it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.06it/s, v_num=ld_0, val_loss=1.800, train_loss=0.258]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.25it/s, v_num=ld_0, val_loss=2.090, train_loss=0.258]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.95it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 85.86it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 84.39it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.48it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.72it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.52it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.00it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.80it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.39it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.97it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.67it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.30it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.05it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.51it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.30it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.55it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.36it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.81it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.64it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.02it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.87it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18: 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=2.090, train_loss=0.244]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.31it/s, v_num=ld_0, val_loss=2.090, train_loss=0.244]
Epoch 18: 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=1.940, train_loss=0.244]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.93it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 86.45it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 84.95it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.04it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.27it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.78it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.28it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.68it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.27it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.17it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.87it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.31it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.05it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.44it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.22it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.08it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.88it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.03it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.83it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.05it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.89it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19: 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=1.940, train_loss=0.177]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.33it/s, v_num=ld_0, val_loss=1.940, train_loss=0.177]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.18it/s, v_num=ld_0, val_loss=1.890, train_loss=0.177]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.87it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 87.53it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 85.99it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.93it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.15it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.61it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.10it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.76it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.33it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.98it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.67it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.15it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.89it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.19it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.96it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.97it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.78it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.05it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.88it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.19it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.03it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.49it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.35it/s, v_num=ld_0, val_loss=1.890, train_loss=0.139]
Epoch 20: 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=2.040, train_loss=0.139]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.71it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 85.16it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 83.69it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.70it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.98it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.99it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.45it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.69it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.32it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.16it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.86it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.01it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.76it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.80it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.59it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.60it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.41it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.81it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.64it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.84it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.68it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.20it/s, v_num=ld_0, val_loss=2.040, train_loss=0.0739]
Epoch 21: 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=2.040, train_loss=0.0739]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.01it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0739]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.69it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 85.77it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 84.28it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.81it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.69it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.80it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.32it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.82it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.46it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.53it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.21it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.11it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.86it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.63it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.41it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.72it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.51it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.96it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.79it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.19it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.04it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.58it/s, v_num=ld_0, val_loss=2.070, train_loss=0.0683]
Epoch 22: 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=2.070, train_loss=0.0683]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.43it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0683]
Epoch 22: 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=2.540, train_loss=0.0473]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 87.07it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 85.54it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.37it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.53it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.66it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.15it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.00it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.62it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.15it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.84it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.31it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.05it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.42it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.18it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:  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=2.540, train_loss=0.0473]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.05it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:  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=2.540, train_loss=0.0473]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.09it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.27it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.11it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.70it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.54it/s, v_num=ld_0, val_loss=2.540, train_loss=0.0473]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.18it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0473]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.86it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 85.83it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 84.19it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.03it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.29it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.85it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.34it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.01it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.57it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.07it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.73it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.05it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.80it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.19it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.98it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.78it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.58it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.12it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.96it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.46it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.31it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.93it/s, v_num=ld_0, val_loss=2.110, train_loss=0.0408]
Epoch 24: 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=2.110, train_loss=0.0408]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.67it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0408]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.36it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 74.86it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 73.73it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.48it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.83it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.11it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.60it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.61it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.26it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.83it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.54it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.56it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.29it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.03it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.82it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.25it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.07it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.53it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.36it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.75it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.60it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.26it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.12it/s, v_num=ld_0, val_loss=2.490, train_loss=0.0582]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.17it/s, v_num=ld_0, val_loss=2.300, train_loss=0.0582]
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=2.300, train_loss=0.149]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 87.81it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 86.13it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.66it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.87it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.35it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.79it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.49it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.10it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.51it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.20it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.58it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.29it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.04it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.77it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.71it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.50it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.81it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.64it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.87it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.72it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.23it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.09it/s, v_num=ld_0, val_loss=2.300, train_loss=0.149]
Epoch 26: 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=2.300, train_loss=0.149]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.65it/s, v_num=ld_0, val_loss=2.300, train_loss=0.147]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.30it/s, v_num=ld_0, val_loss=2.300, train_loss=0.147]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9346397519111633
      Accuracy_val          0.6646706461906433
        val_loss            2.2986502647399902
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 47.99it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 47.27it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.31it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 51.89it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.00it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.39it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.07it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.92it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.29it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.15it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.38it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.25it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.94it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.81it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.87it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.76it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.41it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.31it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.72it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.56it/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, 72.00it/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, 71.91it/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, 63.79it/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, 63.58it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 85.23it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 83.78it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.50it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.61it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.15it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.63it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.34it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.91it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.12it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.78it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.72it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.44it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.61it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.38it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.51it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.32it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.38it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.21it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.46it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.31it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.80it/s, v_num=ld_1, val_loss=2.040, train_loss=2.270]
Epoch 1: 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=2.040, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.75it/s, v_num=ld_1, val_loss=1.540, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.43it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 85.24it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 83.65it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.17it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.38it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.38it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.89it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.19it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.83it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.18it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.89it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.80it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.52it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.95it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.60it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.91it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.73it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.67it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  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=1.540, train_loss=1.960]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.70it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.56it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
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=1.540, train_loss=1.960]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.02it/s, v_num=ld_1, val_loss=1.540, train_loss=1.960]
Epoch 2: 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=1.550, train_loss=1.960]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.80it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 84.87it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 83.42it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.30it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.57it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.91it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.39it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.17it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.80it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.76it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.47it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.93it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.68it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.76it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.55it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.84it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.65it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.89it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.71it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3:  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=1.550, train_loss=1.570]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.97it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.61it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.47it/s, v_num=ld_1, val_loss=1.550, train_loss=1.570]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.66it/s, v_num=ld_1, val_loss=1.180, train_loss=1.570]
Epoch 3: 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=1.180, train_loss=1.220]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 87.19it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 85.51it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.65it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.88it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.79it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.21it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.74it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.36it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.02it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.68it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.00it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.75it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.93it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.02it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:  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=1.180, train_loss=1.220]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.86it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.64it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.86it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
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_1, val_loss=1.180, train_loss=1.220]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.03it/s, v_num=ld_1, val_loss=1.180, train_loss=1.220]
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_1, val_loss=1.070, train_loss=1.220]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.36it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 86.64it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 85.14it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.64it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.89it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.21it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.70it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.38it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.98it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.49it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.13it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.59it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.33it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.69it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.47it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.75it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.56it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  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=1.070, train_loss=1.020]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.32it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.54it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.39it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.89it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.75it/s, v_num=ld_1, val_loss=1.070, train_loss=1.020]
Epoch 5: 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=1.100, train_loss=1.020]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.79it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 85.17it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 83.72it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.86it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.03it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.69it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.18it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.24it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.86it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.49it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.18it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.93it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.67it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.80it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.58it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
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=1.100, train_loss=0.809]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.61it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.61it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:  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=1.100, train_loss=0.809]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.76it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.59it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.01it/s, v_num=ld_1, val_loss=1.100, train_loss=0.809]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.90it/s, v_num=ld_1, val_loss=0.733, train_loss=0.809]
Epoch 6: 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=0.733, train_loss=0.636]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 87.51it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 85.96it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.73it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.89it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.20it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.68it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.47it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.08it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.66it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.33it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.61it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.36it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.85it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.64it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.31it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.12it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.27it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.11it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.58it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7:  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=0.733, train_loss=0.636]
Epoch 7: 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=0.733, train_loss=0.636]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.55it/s, v_num=ld_1, val_loss=0.733, train_loss=0.636]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.57it/s, v_num=ld_1, val_loss=0.933, train_loss=0.636]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.28it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 87.73it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 86.04it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.43it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.65it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.61it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.08it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.82it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.44it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.89it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.59it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.04it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.78it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.25it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.01it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.40it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.21it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.14it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.94it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.01it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.35it/s, v_num=ld_1, val_loss=0.933, train_loss=0.390]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.18it/s, v_num=ld_1, val_loss=0.714, train_loss=0.390]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.87it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 89.00it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 87.44it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.44it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.53it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.33it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.80it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.67it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.24it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.44it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.12it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.51it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.22it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.63it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.41it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.53it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.32it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.37it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.20it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.43it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.27it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.50it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.34it/s, v_num=ld_1, val_loss=0.714, train_loss=0.323]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.06it/s, v_num=ld_1, val_loss=0.865, train_loss=0.323]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.74it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 87.42it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 85.89it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.11it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.24it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.06it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.53it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.29it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.84it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.36it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.06it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.41it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.14it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.50it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.28it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.48it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.61it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.42it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.67it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.51it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.01it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.87it/s, v_num=ld_1, val_loss=0.865, train_loss=0.267]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.56it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.24it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 87.52it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 85.99it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.58it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.72it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.92it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.39it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.10it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.18it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.52it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.26it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.63it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.39it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.57it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.37it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.20it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.03it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.34it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.18it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.83it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.69it/s, v_num=ld_1, val_loss=1.120, train_loss=0.160]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.36it/s, v_num=ld_1, val_loss=1.000, train_loss=0.160]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.05it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 87.71it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 86.05it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.55it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.70it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.16it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.22it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.83it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.40it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.09it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.77it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.51it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.95it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.70it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.86it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  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=1.000, train_loss=0.148]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.67it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.48it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.73it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.57it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.07it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.93it/s, v_num=ld_1, val_loss=1.000, train_loss=0.148]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.32it/s, v_num=ld_1, val_loss=1.130, train_loss=0.148]
Epoch 12: 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=1.130, train_loss=0.200]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 87.09it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 85.58it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.94it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.15it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.46it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.92it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.63it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.24it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.12it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.81it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.52it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.26it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.57it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.35it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.56it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.37it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.31it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.14it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.35it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.20it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.73it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.60it/s, v_num=ld_1, val_loss=1.130, train_loss=0.200]
Epoch 13: 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=1.200, train_loss=0.200]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.08it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 88.06it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 86.51it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.41it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.56it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.81it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.21it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.30it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.85it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.23it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.93it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.56it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.29it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.07it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.86it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.19it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.00it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.40it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.23it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.77it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14:  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=1.200, train_loss=0.149]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.31it/s, v_num=ld_1, val_loss=1.200, train_loss=0.149]
Epoch 14: 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=1.200, train_loss=0.149]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.43it/s, v_num=ld_1, val_loss=1.110, train_loss=0.149]
Epoch 14: 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=1.110, train_loss=0.140]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 85.73it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 84.10it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.36it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.61it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.21it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.64it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.67it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.29it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.97it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.66it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.20it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.89it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.27it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.04it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.34it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.15it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.03it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.85it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.71it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.56it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.80it/s, v_num=ld_1, val_loss=1.110, train_loss=0.140]
Epoch 15: 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=1.110, train_loss=0.140]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.29it/s, v_num=ld_1, val_loss=1.270, train_loss=0.140]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.99it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 88.88it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 87.31it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.33it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.52it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.73it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.20it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.29it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.92it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.63it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.30it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.64it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.39it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.77it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.53it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.73it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.52it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.50it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.33it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.61it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.46it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.81it/s, v_num=ld_1, val_loss=1.270, train_loss=0.149]
Epoch 16: 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=1.270, train_loss=0.149]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.74it/s, v_num=ld_1, val_loss=1.210, train_loss=0.149]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.43it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 85.34it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 83.87it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.98it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.13it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.76it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.25it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.78it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.41it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.41it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.08it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.67it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.41it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.05it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.83it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.26it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.06it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.67it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  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=1.210, train_loss=0.113]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.81it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.65it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17: 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=1.210, train_loss=0.113]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.00it/s, v_num=ld_1, val_loss=1.210, train_loss=0.113]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.82it/s, v_num=ld_1, val_loss=1.230, train_loss=0.113]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.50it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 87.87it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 86.33it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.16it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.30it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.33it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.79it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.47it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.04it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.63it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.32it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.72it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.46it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.94it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.60it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.40it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  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=1.230, train_loss=0.150]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.31it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.54it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.38it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.90it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.76it/s, v_num=ld_1, val_loss=1.230, train_loss=0.150]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.43it/s, v_num=ld_1, val_loss=1.010, train_loss=0.150]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.13it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 88.30it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 86.76it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.26it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.40it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.97it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.43it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.23it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.84it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.31it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.96it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.26it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.00it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.41it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.18it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.45it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.22it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  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=1.010, train_loss=0.190]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.03it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.26it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.10it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.54it/s, v_num=ld_1, val_loss=1.010, train_loss=0.190]
Epoch 19: 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=1.010, train_loss=0.190]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.82it/s, v_num=ld_1, val_loss=0.921, train_loss=0.190]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.50it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 87.64it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 86.11it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.22it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.44it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.39it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.85it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.96it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.56it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.03it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.72it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.17it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.90it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.17it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.95it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  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=0.921, train_loss=0.111]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.03it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.07it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.88it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.03it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.87it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.98it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.84it/s, v_num=ld_1, val_loss=0.921, train_loss=0.111]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.22it/s, v_num=ld_1, val_loss=1.270, train_loss=0.111]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.91it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 87.87it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 86.32it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.65it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.86it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.83it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.25it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.21it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.81it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.41it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.10it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.73it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.47it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.63it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.41it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.34it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.13it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.00it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.83it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.17it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21:  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=1.270, train_loss=0.108]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.54it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.38it/s, v_num=ld_1, val_loss=1.270, train_loss=0.108]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.19it/s, v_num=ld_1, val_loss=1.000, train_loss=0.108]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.86it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 88.09it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 86.54it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.29it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.50it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.63it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.10it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.89it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.19it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.87it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.48it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.21it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.64it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.37it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  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=1.000, train_loss=0.231]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.46it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.42it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.24it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.51it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22:  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=1.000, train_loss=0.231]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.88it/s, v_num=ld_1, val_loss=1.000, train_loss=0.231]
Epoch 22: 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=1.000, train_loss=0.231]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.18it/s, v_num=ld_1, val_loss=0.915, train_loss=0.231]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.86it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 88.42it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 86.71it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.65it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.75it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.93it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.40it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.12it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.69it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.31it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.99it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.37it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.10it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.00it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.78it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.16it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.96it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.86it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.67it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.78it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23:  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=0.915, train_loss=0.185]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.27it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.13it/s, v_num=ld_1, val_loss=0.915, train_loss=0.185]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.90it/s, v_num=ld_1, val_loss=0.918, train_loss=0.185]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.57it/s, v_num=ld_1, val_loss=0.918, train_loss=0.129]
Epoch 23: 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=0.918, 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           0.9692133665084839
      Accuracy_val           0.796407163143158
        val_loss             0.917597770690918
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 53.14it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 52.36it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 56.12it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.69it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.46it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 57.14it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.33it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 58.10it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.29it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 62.12it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.40it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.26it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.72it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.58it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.71it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.60it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.34it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.24it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.78it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.67it/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, 74.15it/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, 74.04it/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, 65.61it/s, v_num=ld_2, val_loss=2.230]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.38it/s, v_num=ld_2, val_loss=2.230, train_loss=2.310]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.230, train_loss=2.310]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.230, train_loss=2.310]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 86.54it/s, v_num=ld_2, val_loss=2.230, train_loss=2.310]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 85.05it/s, v_num=ld_2, val_loss=2.230, train_loss=2.310]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.19it/s, v_num=ld_2, val_loss=2.230, train_loss=2.310]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.43it/s, v_num=ld_2, val_loss=2.230, train_loss=2.310]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.18it/s, v_num=ld_2, val_loss=2.230, train_loss=2.310]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.68it/s, v_num=ld_2, val_loss=2.230, train_loss=2.310]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.44it/s, v_num=ld_2, val_loss=2.230, train_loss=2.310]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.02it/s, v_num=ld_2, val_loss=2.230, train_loss=2.310]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.65it/s, v_num=ld_2, val_loss=2.230, train_loss=2.310]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.35it/s, v_num=ld_2, val_loss=2.230, train_loss=2.310]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.54it/s, v_num=ld_2, val_loss=2.230, train_loss=2.310]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.28it/s, v_num=ld_2, 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, 85.78it/s, v_num=ld_2, 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, 85.57it/s, v_num=ld_2, 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, 86.04it/s, v_num=ld_2, 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, 85.85it/s, v_num=ld_2, 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, 86.16it/s, v_num=ld_2, 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, 85.99it/s, v_num=ld_2, 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, 86.33it/s, v_num=ld_2, 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, 86.18it/s, v_num=ld_2, 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, 86.42it/s, v_num=ld_2, 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, 86.27it/s, v_num=ld_2, 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, 75.15it/s, v_num=ld_2, val_loss=1.870, train_loss=2.310]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.84it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 84.09it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 82.68it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.08it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.34it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.91it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.30it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.64it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.28it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.89it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.56it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.22it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.98it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.60it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.38it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.15it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:  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=1.870, train_loss=2.110]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.25it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:  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=1.870, train_loss=2.110]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.49it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.35it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.91it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.76it/s, v_num=ld_2, val_loss=1.870, train_loss=2.110]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.20it/s, v_num=ld_2, val_loss=1.450, train_loss=2.110]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.90it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 85.07it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 83.62it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.19it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.47it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.51it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.02it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.82it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.42it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.26it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.95it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.84it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.59it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.89it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.68it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.24it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.06it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.57it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.39it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.73it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.59it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.99it/s, v_num=ld_2, val_loss=1.450, train_loss=1.620]
Epoch 3: 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=1.450, train_loss=1.620]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.07it/s, v_num=ld_2, val_loss=1.220, train_loss=1.620]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.77it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 88.03it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 86.33it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.89it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.11it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.77it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.55it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.15it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.63it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.30it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.72it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.45it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.81it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.59it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.62it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.41it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.53it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.36it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.28it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.13it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.21it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.08it/s, v_num=ld_2, val_loss=1.220, train_loss=1.280]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.03it/s, v_num=ld_2, val_loss=1.270, train_loss=1.280]
Epoch 4: 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=1.270, train_loss=0.903]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 85.13it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 83.68it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.35it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.63it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.92it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.43it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.00it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.63it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.01it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.70it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.03it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.76it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.16it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.95it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.98it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.80it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:  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=1.270, train_loss=0.903]
Epoch 5:  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=1.270, train_loss=0.903]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.25it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5:  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=1.270, train_loss=0.903]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.31it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.18it/s, v_num=ld_2, val_loss=1.270, train_loss=0.903]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.39it/s, v_num=ld_2, val_loss=1.160, train_loss=0.903]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.09it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 84.11it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 82.68it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.53it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.71it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.43it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.92it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.81it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.39it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.59it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.26it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.74it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.49it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.08it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.84it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.02it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6:  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=1.160, train_loss=0.760]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.15it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
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=1.160, train_loss=0.760]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.22it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.52it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.38it/s, v_num=ld_2, val_loss=1.160, train_loss=0.760]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.17it/s, v_num=ld_2, val_loss=1.110, train_loss=0.760]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.86it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 87.68it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 86.15it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.23it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.31it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.16it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.63it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.09it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.70it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.44it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.11it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.50it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.08it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.55it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.32it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.67it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.47it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.82it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.65it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.92it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.75it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.04it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.90it/s, v_num=ld_2, val_loss=1.110, train_loss=0.549]
Epoch 7: 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=1.240, train_loss=0.549]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.34it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 88.16it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 86.41it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.59it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.82it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.93it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.36it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.07it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.68it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.71it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.35it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.79it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.53it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.74it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.89it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.87it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.69it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.06it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.91it/s, v_num=ld_2, val_loss=1.240, train_loss=0.339]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.53it/s, v_num=ld_2, val_loss=1.100, train_loss=0.339]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.20it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 86.53it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 85.02it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.34it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.57it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.74it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.17it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.78it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.39it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.33it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.01it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.46it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.20it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.69it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.47it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.73it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.52it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.58it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.40it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.36it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.36it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.22it/s, v_num=ld_2, val_loss=1.100, train_loss=0.296]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.05it/s, v_num=ld_2, val_loss=1.210, train_loss=0.296]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.73it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 86.64it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.44it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.64it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.42it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.89it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.44it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.00it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.79it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.46it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.86it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.60it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.69it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.47it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.82it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.63it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.96it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.79it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.07it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.91it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.23it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.09it/s, v_num=ld_2, val_loss=1.210, train_loss=0.239]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.99it/s, v_num=ld_2, val_loss=1.250, train_loss=0.239]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.69it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 87.50it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 85.93it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.86it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.07it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.81it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.29it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.94it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.56it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.89it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.55it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.15it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.89it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.46it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.24it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.70it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.49it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  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=1.250, train_loss=0.263]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.70it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.05it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.90it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.19it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.05it/s, v_num=ld_2, val_loss=1.250, train_loss=0.263]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.91it/s, v_num=ld_2, val_loss=1.090, train_loss=0.263]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.58it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 86.82it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.47it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.67it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.92it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.34it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.04it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.63it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.06it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.74it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.34it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.08it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.61it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.38it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  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=1.090, train_loss=0.292]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.47it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.70it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.52it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.76it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.61it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.89it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.73it/s, v_num=ld_2, val_loss=1.090, train_loss=0.292]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.53it/s, v_num=ld_2, val_loss=1.010, train_loss=0.292]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.21it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 89.18it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 87.44it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.80it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.01it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.55it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.02it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.57it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.13it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.75it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.42it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.86it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.59it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.04it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.81it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.05it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  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=1.010, train_loss=0.199]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.09it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.90it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.10it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.93it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13: 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=1.010, train_loss=0.199]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.13it/s, v_num=ld_2, val_loss=1.010, train_loss=0.199]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.75it/s, v_num=ld_2, val_loss=1.110, train_loss=0.199]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.42it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 86.70it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 85.04it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.62it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.86it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.03it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.51it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.40it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.01it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.97it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.59it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.08it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.78it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.14it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.92it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.34it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.12it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.39it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.49it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.33it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.30it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.16it/s, v_num=ld_2, val_loss=1.110, train_loss=0.161]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.96it/s, v_num=ld_2, val_loss=1.500, train_loss=0.161]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.65it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 89.88it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 88.26it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.11it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.72it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.19it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.59it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.19it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.64it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.28it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.02it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.07it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.71it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  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=1.500, train_loss=0.0728]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.65it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.91it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.72it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.82it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15:  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=1.500, train_loss=0.0728]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.89it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.74it/s, v_num=ld_2, val_loss=1.500, train_loss=0.0728]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.69it/s, v_num=ld_2, val_loss=1.330, train_loss=0.0728]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.28it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 86.07it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 84.58it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.25it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.40it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.76it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.27it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.40it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.98it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.48it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.14it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.37it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.11it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.74it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.51it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.86it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:  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=1.330, train_loss=0.149]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.94it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:  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=1.330, train_loss=0.149]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.80it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.65it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.07it/s, v_num=ld_2, val_loss=1.330, train_loss=0.149]
Epoch 16: 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=1.330, train_loss=0.149]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.02it/s, v_num=ld_2, val_loss=1.190, train_loss=0.149]
Epoch 16: 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=1.190, train_loss=0.177]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 86.13it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 84.65it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.62it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.73it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.12it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.61it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.44it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.05it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.14it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.82it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.47it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.68it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.44it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.74it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.55it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.88it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.70it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.81it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.16it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.02it/s, v_num=ld_2, val_loss=1.190, train_loss=0.177]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.70it/s, v_num=ld_2, val_loss=1.280, train_loss=0.177]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.39it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 88.12it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 86.41it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.05it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.26it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.27it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.74it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.43it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.78it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.61it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.30it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.25it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.99it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.06it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.82it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.26it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.07it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.26it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.07it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.16it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.01it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18: 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=1.280, train_loss=0.151]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.90it/s, v_num=ld_2, val_loss=1.280, train_loss=0.151]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.76it/s, v_num=ld_2, val_loss=1.490, train_loss=0.151]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.36it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 88.54it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 86.98it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.37it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.50it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.57it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.01it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.40it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.00it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.45it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.13it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.45it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.20it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.56it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.34it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.69it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.51it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.01it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.73it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.94it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.78it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19: 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=1.490, train_loss=0.0972]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.94it/s, v_num=ld_2, val_loss=1.490, train_loss=0.0972]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.03it/s, v_num=ld_2, val_loss=1.470, train_loss=0.0972]
Epoch 19: 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=1.470, train_loss=0.102]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 87.95it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 86.40it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.44it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.88it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.35it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.97it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.58it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.87it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.51it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.04it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.77it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.16it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  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=1.470, train_loss=0.102]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.30it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.59it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.41it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.60it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.42it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20: 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=1.470, train_loss=0.102]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.52it/s, v_num=ld_2, val_loss=1.470, train_loss=0.102]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.14it/s, v_num=ld_2, val_loss=1.320, train_loss=0.102]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.82it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 88.63it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 86.85it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.88it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.08it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.01it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.44it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.99it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.60it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.76it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.41it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.54it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.99it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.77it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.30it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.10it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.47it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.29it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21:  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=1.320, train_loss=0.0619]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.40it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21: 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=1.320, train_loss=0.0619]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=1.320, train_loss=0.0619]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.03it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0619]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.70it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 88.19it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 86.64it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.50it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.71it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.40it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.78it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.44it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.04it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.15it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.83it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.11it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.10it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  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=1.150, train_loss=0.0577]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.13it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.15it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.40it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.22it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.54it/s, v_num=ld_2, val_loss=1.150, train_loss=0.0577]
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_2, val_loss=1.150, train_loss=0.0577]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.88it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0577]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.56it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 88.86it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 87.29it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.43it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.64it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.06it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.53it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.95it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.55it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.63it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.31it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.01it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.76it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.95it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.73it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.84it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.86it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.14it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.97it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.25it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.11it/s, v_num=ld_2, val_loss=1.840, train_loss=0.0661]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.99it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0661]
Epoch 23: 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=1.160, train_loss=0.0747]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 88.98it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 87.39it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.07it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.17it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.88it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.37it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.87it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.47it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.73it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.38it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.07it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.81it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.34it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.12it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.60it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.40it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.78it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.61it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.90it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.72it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.91it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.76it/s, v_num=ld_2, val_loss=1.160, train_loss=0.0747]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.43it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0747]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.10it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 85.31it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 83.83it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.13it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.37it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.92it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.27it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.28it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.90it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.47it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.15it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.86it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.61it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.19it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.97it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.45it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.24it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.68it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.49it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.83it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.68it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.93it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.79it/s, v_num=ld_2, val_loss=1.290, train_loss=0.0503]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.58it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0503]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.26it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 88.13it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 86.59it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.03it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.26it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.47it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.95it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.51it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.65it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.28it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.81it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.55it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.02it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.03it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.44it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.60it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.45it/s, v_num=ld_2, val_loss=1.050, train_loss=0.0587]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.05it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0587]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.72it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 88.79it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 87.22it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.66it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.87it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.79it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.20it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.78it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.05it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.30it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.04it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.41it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.18it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.29it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.56it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  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=1.190, train_loss=0.0395]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.49it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.29it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.31it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.16it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0395]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.70it/s, v_num=ld_2, val_loss=1.260, train_loss=0.0395]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.38it/s, v_num=ld_2, val_loss=1.260, train_loss=0.0159]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.04it/s, v_num=ld_2, val_loss=1.260, train_loss=0.0159]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9649316072463989
      Accuracy_val          0.7650602459907532
        val_loss             1.261233925819397
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 88.78it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 86.13it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.61it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.71it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.51it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.43it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.82it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.32it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.01it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.61it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.44it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.10it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 106.43it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 106.12it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 107.25it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 106.98it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 107.59it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 107.35it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 107.73it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 107.51it/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, 108.22it/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, 108.02it/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, 92.01it/s, v_num=ld_0, val_loss=4.700]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.49it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 110.38it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 107.71it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.89it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.69it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.82it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.99it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.70it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.09it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.93it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.44it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.50it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.09it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.71it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.36it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.39it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.08it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.52it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.21it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.71it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.46it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.17it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.94it/s, v_num=ld_0, val_loss=4.700, train_loss=19.30]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.25it/s, v_num=ld_0, val_loss=2.300, train_loss=19.30]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.86it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 110.43it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 108.00it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.86it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.64it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.54it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.70it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.00it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.36it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.32it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.81it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.53it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.11it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.61it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.25it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.34it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.02it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.38it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.11it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.75it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.50it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.34it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.11it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.88it/s, v_num=ld_0, val_loss=2.300, train_loss=4.560]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.47it/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, 109.13it/s, v_num=ld_0, val_loss=2.300, train_loss=2.620]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 106.07it/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, 108.20it/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, 107.01it/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, 108.01it/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, 107.22it/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, 108.36it/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, 107.73it/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, 108.80it/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, 108.32it/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, 108.80it/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, 108.36it/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, 108.78it/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, 108.36it/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, 108.41it/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, 108.11it/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, 108.72it/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, 108.44it/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, 108.52it/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, 108.23it/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, 108.66it/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, 108.43it/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, 92.90it/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, 92.53it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 106.05it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 103.66it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.50it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.20it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.32it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.44it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.84it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.23it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.51it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.98it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.48it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.07it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.42it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.07it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.14it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.83it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.44it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.17it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.70it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.46it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.12it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.90it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.34it/s, v_num=ld_0, val_loss=2.310, train_loss=2.430]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.91it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 113.38it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 110.60it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.26it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.00it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.04it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.12it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.40it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.72it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.55it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.99it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.80it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.38it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.00it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.64it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.73it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.38it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.81it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.53it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.04it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.78it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.45it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.20it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.21it/s, v_num=ld_0, 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, 95.82it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 111.07it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 108.63it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.29it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.06it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.40it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.56it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.91it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.28it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.14it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.64it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.40it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.98it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.61it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.25it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.34it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.02it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.29it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.01it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.40it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.15it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.90it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.64it/s, v_num=ld_0, val_loss=2.300, train_loss=2.340]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.70it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.31it/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, 110.72it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 108.27it/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, 110.68it/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, 109.44it/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, 111.05it/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, 110.21it/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, 111.81it/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, 111.18it/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, 111.81it/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, 111.30it/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, 111.62it/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, 111.20it/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, 111.87it/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, 111.51it/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, 111.63it/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, 111.31it/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, 111.78it/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, 111.49it/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, 111.96it/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, 111.68it/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, 112.29it/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, 112.05it/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, 95.90it/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, 95.49it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 105.27it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 102.65it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.10it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.91it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 106.35it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 105.48it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 106.85it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 106.19it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 107.75it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 107.22it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.50it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.10it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.08it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 108.74it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.25it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.95it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.76it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.50it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.11it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.87it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.71it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.46it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.81it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.41it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 105.35it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 103.14it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.26it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.10it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.64it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 106.86it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.89it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.30it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.57it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.08it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.21it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.80it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.69it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.28it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.50it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.16it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.80it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.49it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.99it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.74it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.38it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.15it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.86it/s, v_num=ld_0, val_loss=2.310, train_loss=2.370]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.46it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 109.92it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 107.51it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.04it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.84it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.97it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.08it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.54it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.87it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.08it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.59it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.61it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.19it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.82it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.46it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.68it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.36it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.88it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.60it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.01it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.73it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.34it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.11it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.13it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.74it/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, 112.69it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 110.16it/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, 111.27it/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, 109.94it/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, 111.73it/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, 110.89it/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, 112.17it/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, 111.48it/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, 112.47it/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, 111.96it/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, 112.60it/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, 112.18it/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, 112.73it/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, 112.31it/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, 112.47it/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, 112.15it/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, 112.50it/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, 112.21it/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, 112.61it/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, 112.33it/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, 112.91it/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, 112.67it/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, 96.66it/s, v_num=ld_0, val_loss=2.220, train_loss=2.310]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.25it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 113.51it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 110.71it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 112.02it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.62it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.36it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.43it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.78it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.14it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.82it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.31it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.09it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.67it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.13it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.76it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.91it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.59it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.00it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.71it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.18it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.92it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.67it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.44it/s, v_num=ld_0, val_loss=2.220, train_loss=2.250]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.55it/s, v_num=ld_0, val_loss=2.170, train_loss=2.250]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.16it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 113.29it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 110.51it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.19it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.94it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.10it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.18it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.04it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.35it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.37it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.86it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.43it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.01it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.79it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.37it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.58it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.26it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.69it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.40it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.83it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.53it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.07it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.84it/s, v_num=ld_0, val_loss=2.170, train_loss=2.300]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.78it/s, v_num=ld_0, val_loss=2.280, train_loss=2.300]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.37it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 113.73it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 111.19it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.78it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.42it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.38it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.53it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.54it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.90it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.54it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.04it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.68it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.25it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.83it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.43it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.79it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.44it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.85it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.57it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.86it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.61it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.33it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.07it/s, v_num=ld_0, val_loss=2.280, train_loss=2.240]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.97it/s, v_num=ld_0, val_loss=2.250, train_loss=2.240]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.58it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 111.75it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 109.28it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.81it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.57it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.78it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.95it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.16it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.52it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.39it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.82it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.25it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.78it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.88it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.49it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.05it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.73it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.23it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.96it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.46it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.21it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.05it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.82it/s, v_num=ld_0, val_loss=2.250, train_loss=2.270]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.10it/s, v_num=ld_0, val_loss=2.150, train_loss=2.270]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.69it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 112.22it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 109.49it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.22it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.84it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.11it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.26it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.64it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.99it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.87it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.35it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.00it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.57it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.07it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.70it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.69it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.36it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.72it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.43it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.74it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.48it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.74it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.46it/s, v_num=ld_0, val_loss=2.150, train_loss=2.240]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.98it/s, v_num=ld_0, val_loss=2.110, train_loss=2.240]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.48it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 109.88it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 107.50it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.55it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.39it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.42it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 106.64it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.09it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 107.51it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.16it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.68it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.19it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.79it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.07it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 108.72it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.86it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.56it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.41it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.14it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.77it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.52it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.34it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.10it/s, v_num=ld_0, val_loss=2.110, train_loss=2.170]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.33it/s, v_num=ld_0, val_loss=2.220, train_loss=2.170]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.92it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 107.72it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 105.42it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.65it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.46it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.51it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.72it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.95it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.31it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.74it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.25it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.32it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.90it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.16it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.81it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.28it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.97it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.64it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.37it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.88it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.63it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.54it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.31it/s, v_num=ld_0, val_loss=2.220, train_loss=2.240]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.61it/s, v_num=ld_0, val_loss=2.180, train_loss=2.240]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.22it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 113.23it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 110.46it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.51it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.26it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.77it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.85it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.11it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.48it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.33it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.83it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.31it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.89it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.42it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.06it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.20it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.88it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.00it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.72it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.05it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.80it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.32it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.09it/s, v_num=ld_0, val_loss=2.180, train_loss=2.210]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.76it/s, v_num=ld_0, val_loss=2.100, train_loss=2.210]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.35it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 108.37it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 106.04it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.03it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.76it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.14it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 106.37it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.73it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.07it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.44it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.91it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.22it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.81it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.02it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 108.67it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.77it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.47it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 108.69it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 108.40it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 108.76it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 108.52it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.24it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 108.99it/s, v_num=ld_0, val_loss=2.100, train_loss=2.290]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.40it/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, 92.99it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 109.90it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 107.50it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.11it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.93it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.82it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.03it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.03it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.41it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.32it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.80it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.52it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.05it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.46it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.06it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.60it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.29it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.72it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.44it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.59it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.32it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.84it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.62it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.33it/s, v_num=ld_0, val_loss=2.310, train_loss=2.280]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.94it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 112.60it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 110.10it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.06it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.81it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.10it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.26it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.41it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.78it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.56it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.05it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 113.01it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.54it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 113.05it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.68it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.61it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.29it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.80it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.52it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.76it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.50it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.10it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.84it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.63it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.21it/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, 111.42it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 108.96it/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, 110.45it/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, 109.22it/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, 111.51it/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, 110.68it/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, 111.96it/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, 111.32it/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, 112.28it/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, 111.77it/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, 112.40it/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, 111.97it/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, 112.58it/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, 112.00it/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, 111.75it/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, 111.43it/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, 111.92it/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, 111.64it/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, 111.96it/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, 111.69it/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, 112.29it/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, 112.06it/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, 96.13it/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| 11/11 [00:00<00:00, 95.73it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 112.05it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 109.55it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.50it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.27it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.59it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.75it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.15it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.44it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.35it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.84it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.31it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.88it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.36it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.00it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.00it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.68it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.20it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.92it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.30it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.04it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.63it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.36it/s, v_num=ld_0, val_loss=2.300, train_loss=2.330]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.27it/s, v_num=ld_0, val_loss=2.310, train_loss=2.330]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.87it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 112.35it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 109.88it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.78it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.51it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.81it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.96it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.99it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.28it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.51it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.94it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.60it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.13it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.62it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.22it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.21it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.85it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.17it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.88it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.21it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.95it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.50it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.24it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.12it/s, v_num=ld_0, val_loss=2.310, train_loss=2.340]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.70it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 112.48it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 109.76it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.21it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.97it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.98it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.16it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.99it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.36it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.39it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.85it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.20it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.80it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.70it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.31it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.62it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.31it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.11it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.81it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.37it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.11it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.82it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.59it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.99it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.59it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 113.36it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 110.59it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.58it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.20it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.41it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.37it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.20it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.58it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.73it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.23it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.17it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.76it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.55it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.20it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.09it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.77it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.39it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.12it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.59it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.34it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.09it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.84it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.99it/s, v_num=ld_0, val_loss=2.290, train_loss=2.320]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.58it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 112.02it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 109.14it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.76it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.31it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.08it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.16it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.11it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.50it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.65it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.15it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.03it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.57it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.30it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.90it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.23it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.87it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.31it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.99it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.45it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.20it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.92it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.66it/s, v_num=ld_0, val_loss=2.290, train_loss=2.300]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.69it/s, v_num=ld_0, val_loss=2.250, train_loss=2.300]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.27it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 111.64it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 108.94it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.47it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.23it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.66it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.75it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.57it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.89it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.94it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.39it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.23it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.81it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.31it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.90it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.14it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.82it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.73it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.45it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.90it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.65it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.94it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.72it/s, v_num=ld_0, val_loss=2.250, train_loss=2.190]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.58it/s, v_num=ld_0, val_loss=2.280, train_loss=2.190]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.19it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 112.95it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 110.44it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.60it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.33it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.24it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.28it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.27it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.57it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.58it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.08it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.49it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.07it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.68it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.32it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.48it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.16it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.45it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.17it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.66it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.39it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.10it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.87it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.72it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.30it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 110.28it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 107.87it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.27it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.04it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.23it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.32it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.80it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.18it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.18it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.67it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.40it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.97it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.42it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.05it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.34it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.97it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.43it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.15it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.47it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.19it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.87it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.64it/s, v_num=ld_0, val_loss=2.310, train_loss=2.290]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.44it/s, v_num=ld_0, val_loss=2.280, train_loss=2.290]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.05it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 112.65it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 110.13it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.67it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.41it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.30it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.47it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.01it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.32it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.12it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.61it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.24it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.81it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.40it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.04it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.19it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.87it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.30it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.01it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.46it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.21it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.48it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.22it/s, v_num=ld_0, val_loss=2.280, train_loss=2.310]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.34it/s, v_num=ld_0, val_loss=2.310, train_loss=2.310]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.95it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 111.61it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 109.15it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.09it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.85it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.28it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.43it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.24it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.61it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.53it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.97it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.67it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.24it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.84it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.47it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.46it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.14it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.90it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.59it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.02it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.76it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.33it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.10it/s, v_num=ld_0, val_loss=2.310, train_loss=2.260]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.09it/s, v_num=ld_0, val_loss=2.150, train_loss=2.260]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.69it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 111.79it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 108.83it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.53it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.30it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.09it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.25it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.43it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.82it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.10it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.38it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.20it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.75it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.08it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 108.74it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.27it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.96it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.54it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.28it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.49it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.25it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.77it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.55it/s, v_num=ld_0, val_loss=2.150, train_loss=2.210]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.30it/s, v_num=ld_0, val_loss=2.010, train_loss=2.210]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.90it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 111.92it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 109.43it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.77it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.35it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.89it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.98it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.22it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.62it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.44it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.95it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.37it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.97it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.31it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 108.92it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.10it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.80it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.59it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.30it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.59it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.34it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.18it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.96it/s, v_num=ld_0, val_loss=2.010, train_loss=2.130]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.62it/s, v_num=ld_0, val_loss=2.050, train_loss=2.130]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.23it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 111.27it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 108.82it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.28it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.03it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.03it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.10it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.17it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.54it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.47it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.97it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.34it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.92it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.20it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.84it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.01it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.69it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.07it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.79it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.93it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.67it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.24it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.01it/s, v_num=ld_0, val_loss=2.050, train_loss=2.080]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.80it/s, v_num=ld_0, val_loss=2.010, train_loss=2.080]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.38it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 107.83it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 105.52it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.45it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.17it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 106.82it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 106.05it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 107.33it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 106.74it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 107.96it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 107.49it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.26it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 107.86it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 108.67it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 108.33it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.32it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 107.99it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 108.54it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 108.28it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 108.49it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 108.25it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 108.84it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 108.63it/s, v_num=ld_0, val_loss=2.010, train_loss=2.100]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.16it/s, v_num=ld_0, val_loss=2.060, train_loss=2.100]
Epoch 37: 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=2.060, train_loss=2.040]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 110.85it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 108.42it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.15it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.73it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.29it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.50it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.48it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.81it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.68it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.15it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.69it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.24it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.69it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.34it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.40it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.09it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.63it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.33it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.60it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.36it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.15it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.93it/s, v_num=ld_0, val_loss=2.060, train_loss=2.040]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.14it/s, v_num=ld_0, val_loss=2.000, train_loss=2.040]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.76it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 110.70it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 108.26it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.55it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.33it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.62it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.78it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.22it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.59it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.62it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.11it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.88it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.41it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.92it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.51it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.40it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.08it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.68it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.37it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.63it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.35it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.04it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.81it/s, v_num=ld_0, val_loss=2.000, train_loss=2.020]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.07it/s, v_num=ld_0, val_loss=2.020, train_loss=2.020]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.66it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 110.52it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 107.86it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.72it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.36it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.30it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.48it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.84it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.21it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.82it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.32it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.05it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.63it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.30it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.94it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.14it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.78it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.17it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.89it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.83it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.57it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.23it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.97it/s, v_num=ld_0, val_loss=2.020, train_loss=2.030]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.09it/s, v_num=ld_0, val_loss=1.990, train_loss=2.030]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.71it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 111.61it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 109.16it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.53it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.30it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.51it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.67it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.04it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.42it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.25it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.70it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.27it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.81it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.32it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.96it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.01it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.66it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.16it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.88it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.15it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.89it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.58it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.34it/s, v_num=ld_0, val_loss=1.990, train_loss=2.050]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.32it/s, v_num=ld_0, val_loss=2.020, train_loss=2.050]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.91it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 112.90it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 110.38it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.76it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.50it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.11it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.27it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.37it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.74it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.57it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.06it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.70it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.23it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.78it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.41it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.57it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.24it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.71it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.42it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.81it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.55it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.14it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.89it/s, v_num=ld_0, val_loss=2.020, train_loss=2.010]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.65it/s, v_num=ld_0, val_loss=1.940, train_loss=2.010]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.26it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 113.36it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 110.81it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.89it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.63it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.41it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.56it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.71it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.08it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.86it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.30it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.44it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.98it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.96it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.59it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.20it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.88it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.67it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.36it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.87it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.58it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.28it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.05it/s, v_num=ld_0, val_loss=1.940, train_loss=1.980]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.51it/s, v_num=ld_0, val_loss=2.020, train_loss=1.980]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.11it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 113.47it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 110.93it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 112.07it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.70it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.28it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.43it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.70it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.06it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.75it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.24it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.84it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.41it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.69it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.33it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.18it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.83it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.34it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.06it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.48it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.23it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.99it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.76it/s, v_num=ld_0, val_loss=2.020, train_loss=1.900]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.90it/s, v_num=ld_0, val_loss=1.920, train_loss=1.900]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.50it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 112.41it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 109.91it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.10it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.78it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.75it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.92it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.20it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.57it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.32it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.81it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.33it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.91it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.48it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.08it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.17it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.82it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.29it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.98it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.99it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.71it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.41it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.18it/s, v_num=ld_0, val_loss=1.920, train_loss=1.950]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.05it/s, v_num=ld_0, val_loss=1.820, train_loss=1.950]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.65it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 110.96it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 108.53it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.82it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.41it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.37it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.54it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.82it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.19it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.94it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.38it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.05it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.58it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.06it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.67it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.77it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.42it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.52it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.24it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.74it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.46it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.07it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.84it/s, v_num=ld_0, val_loss=1.820, train_loss=1.880]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.63it/s, v_num=ld_0, val_loss=1.840, train_loss=1.880]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.24it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 112.43it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 109.90it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.29it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.04it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.95it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.12it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.41it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.79it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.69it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.19it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.14it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.67it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.09it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.69it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.92it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.57it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.77it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.46it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.89it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.61it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.21it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.98it/s, v_num=ld_0, val_loss=1.840, train_loss=1.770]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.75it/s, v_num=ld_0, val_loss=1.790, train_loss=1.770]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.35it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:   9%|โ–‰         | 1/11 [00:00<00:00, 110.17it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:   9%|โ–‰         | 1/11 [00:00<00:00, 107.76it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.38it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.08it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.15it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.33it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.86it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.24it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.35it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.85it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.37it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.95it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.57it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.21it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.45it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.13it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.76it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.46it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.89it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.62it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.28it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.05it/s, v_num=ld_0, val_loss=1.790, train_loss=1.680]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.96it/s, v_num=ld_0, val_loss=1.730, train_loss=1.680]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.57it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 48:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:   9%|โ–‰         | 1/11 [00:00<00:00, 111.97it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:   9%|โ–‰         | 1/11 [00:00<00:00, 109.51it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.00it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.75it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.55it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.73it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.95it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.26it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.84it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.28it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.99it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.57it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.12it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.76it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.63it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.28it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.71it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.43it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.87it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.62it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.16it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.94it/s, v_num=ld_0, val_loss=1.730, train_loss=1.640]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.96it/s, v_num=ld_0, val_loss=1.540, train_loss=1.640]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.54it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 49:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:   9%|โ–‰         | 1/11 [00:00<00:00, 109.16it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:   9%|โ–‰         | 1/11 [00:00<00:00, 106.79it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.15it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.94it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.08it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.26it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.70it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.08it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.19it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.64it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.51it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.09it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.51it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.13it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.32it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.97it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.27it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.96it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.17it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.89it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.21it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.95it/s, v_num=ld_0, val_loss=1.540, train_loss=1.720]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.84it/s, v_num=ld_0, val_loss=1.660, train_loss=1.720]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.43it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 50:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:   9%|โ–‰         | 1/11 [00:00<00:00, 110.66it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:   9%|โ–‰         | 1/11 [00:00<00:00, 108.22it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.41it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.19it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.32it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.38it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.59it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.95it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.27it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.66it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 107.63it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 107.20it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 108.16it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 107.79it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 107.13it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 106.74it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 106.93it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 106.67it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 107.40it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 107.17it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 108.10it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 107.86it/s, v_num=ld_0, val_loss=1.660, train_loss=1.580]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.33it/s, v_num=ld_0, val_loss=1.270, train_loss=1.580]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.97it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 51:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:   9%|โ–‰         | 1/11 [00:00<00:00, 113.17it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:   9%|โ–‰         | 1/11 [00:00<00:00, 110.65it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.44it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.19it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.26it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.42it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.61it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.91it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.57it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.06it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.04it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.49it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.69it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.33it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.09it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.77it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.24it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.96it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.17it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.93it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.65it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.43it/s, v_num=ld_0, val_loss=1.270, train_loss=1.460]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.72it/s, v_num=ld_0, val_loss=1.410, train_loss=1.460]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.33it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 52:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:   9%|โ–‰         | 1/11 [00:00<00:00, 111.80it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:   9%|โ–‰         | 1/11 [00:00<00:00, 109.33it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.82it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.58it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.24it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.41it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.56it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.93it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.74it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.23it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.99it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.57it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.16it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.79it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.03it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.71it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.12it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.81it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.21it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.95it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.56it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.33it/s, v_num=ld_0, val_loss=1.410, train_loss=1.490]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.97it/s, v_num=ld_0, val_loss=1.400, train_loss=1.490]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.57it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 53:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:   9%|โ–‰         | 1/11 [00:00<00:00, 107.44it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:   9%|โ–‰         | 1/11 [00:00<00:00, 105.12it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.21it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.86it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.33it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.45it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.17it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.51it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.62it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.09it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.66it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.19it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.22it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 108.88it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.11it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.81it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.14it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 108.85it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.12it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 108.87it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.38it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.14it/s, v_num=ld_0, val_loss=1.400, train_loss=1.450]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.12it/s, v_num=ld_0, val_loss=1.170, train_loss=1.450]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.75it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 54:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:   9%|โ–‰         | 1/11 [00:00<00:00, 108.84it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:   9%|โ–‰         | 1/11 [00:00<00:00, 106.07it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.23it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.08it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.51it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 106.74it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.73it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.13it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.71it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.23it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.22it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 107.77it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 108.08it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 107.71it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.03it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 107.73it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 108.09it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 107.80it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 107.80it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 107.56it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 108.14it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 107.93it/s, v_num=ld_0, val_loss=1.170, train_loss=1.140]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.74it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 55: 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=1.180, train_loss=1.140]
Epoch 55:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:   9%|โ–‰         | 1/11 [00:00<00:00, 109.83it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:   9%|โ–‰         | 1/11 [00:00<00:00, 107.43it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.03it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.73it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.57it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.70it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.47it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.81it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.15it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.63it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.41it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.99it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.73it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.38it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.65it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.34it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.86it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.59it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.98it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.73it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.54it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.29it/s, v_num=ld_0, val_loss=1.180, train_loss=1.140]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.43it/s, v_num=ld_0, val_loss=1.060, train_loss=1.140]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.02it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 56:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:   9%|โ–‰         | 1/11 [00:00<00:00, 112.82it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:   9%|โ–‰         | 1/11 [00:00<00:00, 110.32it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.68it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.42it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.11it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.27it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.13it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.50it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.25it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.74it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.40it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.98it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.56it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.16it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.08it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.76it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.98it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.69it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.10it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.82it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.55it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.32it/s, v_num=ld_0, val_loss=1.060, train_loss=1.070]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.14it/s, v_num=ld_0, val_loss=0.987, train_loss=1.070]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.75it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 57:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:   9%|โ–‰         | 1/11 [00:00<00:00, 114.21it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:   9%|โ–‰         | 1/11 [00:00<00:00, 111.39it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.69it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.43it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.28it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.35it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.33it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.63it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.38it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.87it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.64it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.21it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.76it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.39it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.30it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.98it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.37it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.09it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.44it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.18it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.74it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.49it/s, v_num=ld_0, val_loss=0.987, train_loss=0.909]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.46it/s, v_num=ld_0, val_loss=1.200, train_loss=0.909]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.07it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 58:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:   9%|โ–‰         | 1/11 [00:00<00:00, 112.64it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:   9%|โ–‰         | 1/11 [00:00<00:00, 110.12it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.33it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.90it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.81it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.98it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.02it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.39it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.04it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.48it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.94it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.47it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.06it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.63it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.87it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.50it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.84it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.56it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.89it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.64it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.21it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.95it/s, v_num=ld_0, val_loss=1.200, train_loss=0.814]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.11it/s, v_num=ld_0, val_loss=0.965, train_loss=0.814]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.69it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 59:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:   9%|โ–‰         | 1/11 [00:00<00:00, 110.87it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:   9%|โ–‰         | 1/11 [00:00<00:00, 108.18it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.87it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.66it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.68it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.78it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.00it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.32it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.33it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.78it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.54it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.12it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.69it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.33it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.51it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.19it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.33it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.05it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.06it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.79it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.11it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.86it/s, v_num=ld_0, val_loss=0.965, train_loss=0.779]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.07it/s, v_num=ld_0, val_loss=1.050, train_loss=0.779]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.67it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 60:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:   9%|โ–‰         | 1/11 [00:00<00:00, 112.05it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:   9%|โ–‰         | 1/11 [00:00<00:00, 109.57it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.93it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.59it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.29it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.45it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.47it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.84it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.63it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.12it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.77it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.35it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.87it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.51it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.47it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.16it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.09it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.81it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.95it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.66it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.00it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.78it/s, v_num=ld_0, val_loss=1.050, train_loss=0.794]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.11it/s, v_num=ld_0, val_loss=0.971, train_loss=0.794]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.70it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 61:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:   9%|โ–‰         | 1/11 [00:00<00:00, 112.14it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:   9%|โ–‰         | 1/11 [00:00<00:00, 109.32it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.46it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.22it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.53it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.72it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.69it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.07it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.94it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.44it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.99it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.58it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.08it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.72it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.66it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.35it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.66it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.36it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.62it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.35it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.85it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.63it/s, v_num=ld_0, val_loss=0.971, train_loss=0.712]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.02it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.64it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 62:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:   9%|โ–‰         | 1/11 [00:00<00:00, 110.75it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:   9%|โ–‰         | 1/11 [00:00<00:00, 108.31it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.50it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.31it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.19it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.39it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.64it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.99it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.72it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.18it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.56it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.15it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.60it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.26it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.20it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.89it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.41it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.14it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.50it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.26it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.81it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.59it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.13it/s, v_num=ld_0, val_loss=1.100, train_loss=0.699]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.75it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 63:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:   9%|โ–‰         | 1/11 [00:00<00:00, 104.16it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:   9%|โ–‰         | 1/11 [00:00<00:00, 101.79it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.75it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.61it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 106.96it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 106.19it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 107.56it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 106.98it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 107.77it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 107.30it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 107.99it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 107.59it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 108.10it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 107.73it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 107.95it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 107.61it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 107.93it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 107.67it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 107.95it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 107.69it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 108.14it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 107.91it/s, v_num=ld_0, val_loss=1.100, train_loss=0.712]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.19it/s, v_num=ld_0, val_loss=0.918, train_loss=0.712]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.83it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 64:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:   9%|โ–‰         | 1/11 [00:00<00:00, 107.79it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:   9%|โ–‰         | 1/11 [00:00<00:00, 105.50it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.58it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.43it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 106.72it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 105.96it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 106.57it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 105.93it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 106.63it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 106.17it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 106.63it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 106.25it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 106.68it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 106.32it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 106.30it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 106.01it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 106.19it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.94it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 106.11it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.88it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 106.10it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.90it/s, v_num=ld_0, val_loss=0.918, train_loss=0.676]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.48it/s, v_num=ld_0, val_loss=0.961, train_loss=0.676]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.11it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 65:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:   9%|โ–‰         | 1/11 [00:00<00:00, 104.21it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:   9%|โ–‰         | 1/11 [00:00<00:00, 102.06it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.15it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.10it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.25it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.54it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.53it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.00it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.84it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.36it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.78it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.41it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.74it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.43it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.42it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.15it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.41it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.16it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.41it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.20it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.60it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.37it/s, v_num=ld_0, val_loss=0.961, train_loss=0.531]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.57it/s, v_num=ld_0, val_loss=0.833, train_loss=0.531]
Epoch 66: 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=0.833, train_loss=0.556]
Epoch 66:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:   9%|โ–‰         | 1/11 [00:00<00:00, 102.89it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:   9%|โ–‰         | 1/11 [00:00<00:00, 100.79it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.40it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.36it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.63it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.93it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.44it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.85it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.50it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.03it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.38it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.04it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.46it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.13it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.15it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.89it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.29it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.06it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.75it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.54it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.00it/s, v_num=ld_0, val_loss=0.833, train_loss=0.556]
Epoch 67: 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=0.833, train_loss=0.556]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.54it/s, v_num=ld_0, val_loss=1.090, train_loss=0.556]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.20it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 67:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:   9%|โ–‰         | 1/11 [00:00<00:00, 99.71it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:   9%|โ–‰         | 1/11 [00:00<00:00, 97.62it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.14it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.16it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.49it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.85it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.57it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.10it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.11it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.73it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.16it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.84it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.96it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.66it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.84it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.56it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.65it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.44it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.46it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.27it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.59it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.41it/s, v_num=ld_0, val_loss=1.090, train_loss=0.611]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.96it/s, v_num=ld_0, val_loss=0.840, train_loss=0.611]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.60it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 68:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:   9%|โ–‰         | 1/11 [00:00<00:00, 90.24it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:   9%|โ–‰         | 1/11 [00:00<00:00, 88.36it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.22it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.06it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.29it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.73it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.72it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.26it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.43it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.09it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.97it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.68it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.81it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.56it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.95it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.70it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.45it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.25it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.76it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.58it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.23it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.07it/s, v_num=ld_0, val_loss=0.840, train_loss=0.651]
Epoch 69: 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=0.651]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.11it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 69:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:   9%|โ–‰         | 1/11 [00:00<00:00, 96.53it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:   9%|โ–‰         | 1/11 [00:00<00:00, 94.47it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.82it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.90it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.82it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.20it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.28it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.81it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.40it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.03it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.80it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.45it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.57it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.29it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.21it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.97it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.29it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.06it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.40it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.22it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.56it/s, v_num=ld_0, val_loss=0.971, train_loss=0.537]
Epoch 70: 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=0.971, train_loss=0.537]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.80it/s, v_num=ld_0, val_loss=0.795, train_loss=0.537]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.50it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 70:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:   9%|โ–‰         | 1/11 [00:00<00:00, 91.42it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:   9%|โ–‰         | 1/11 [00:00<00:00, 89.74it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.61it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.78it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.74it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.15it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.93it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.51it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.13it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.79it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.08it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.80it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.08it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.84it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.88it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  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=0.795, train_loss=0.519]
Epoch 71:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.17it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.98it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.14it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71:  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=0.795, train_loss=0.519]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.37it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.20it/s, v_num=ld_0, val_loss=0.795, train_loss=0.519]
Epoch 71: 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=1.000, train_loss=0.519]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.75it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 71:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:   9%|โ–‰         | 1/11 [00:00<00:00, 91.90it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:   9%|โ–‰         | 1/11 [00:00<00:00, 90.02it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.72it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.87it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.97it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.41it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.87it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.44it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.97it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.62it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.89it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.60it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.12it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.87it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.28it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.06it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.46it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.27it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.65it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.46it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.93it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.77it/s, v_num=ld_0, val_loss=1.000, train_loss=0.564]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.47it/s, v_num=ld_0, val_loss=0.854, train_loss=0.564]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.19it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 72:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:   9%|โ–‰         | 1/11 [00:00<00:00, 94.26it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:   9%|โ–‰         | 1/11 [00:00<00:00, 92.49it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.86it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.99it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.34it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.76it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.61it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.12it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.58it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.22it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.44it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.15it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.59it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.31it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.32it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.08it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.36it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.17it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.45it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.28it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.65it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.49it/s, v_num=ld_0, val_loss=0.854, train_loss=0.604]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.87it/s, v_num=ld_0, val_loss=0.798, train_loss=0.604]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.57it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 73:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:   9%|โ–‰         | 1/11 [00:00<00:00, 93.35it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:   9%|โ–‰         | 1/11 [00:00<00:00, 91.62it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.37it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.40it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.67it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.04it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.87it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.44it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.12it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.77it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.08it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.79it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.21it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.96it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.07it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.85it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.05it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.86it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.97it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.80it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.14it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.98it/s, v_num=ld_0, val_loss=0.798, train_loss=0.563]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.65it/s, v_num=ld_0, val_loss=0.863, train_loss=0.563]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.37it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 74:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:   9%|โ–‰         | 1/11 [00:00<00:00, 92.70it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:   9%|โ–‰         | 1/11 [00:00<00:00, 91.00it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.34it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.50it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.72it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.16it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.81it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.34it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.88it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.50it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.90it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.62it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.97it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.73it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:  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=0.863, train_loss=0.493]
Epoch 75:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.50it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.82it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.63it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75:  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=0.863, train_loss=0.493]
Epoch 75:  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=0.863, train_loss=0.493]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.17it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.02it/s, v_num=ld_0, val_loss=0.863, train_loss=0.493]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.96it/s, v_num=ld_0, val_loss=1.030, train_loss=0.493]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.66it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 75:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:   9%|โ–‰         | 1/11 [00:00<00:00, 91.99it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:   9%|โ–‰         | 1/11 [00:00<00:00, 90.31it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.55it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.70it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.28it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.66it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.23it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.80it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.84it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.51it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.36it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.05it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.44it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.19it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.45it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:  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=1.030, train_loss=0.478]
Epoch 76:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.68it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.48it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76:  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=1.030, train_loss=0.478]
Epoch 76:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.85it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76: 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=1.030, train_loss=0.478]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.21it/s, v_num=ld_0, val_loss=1.030, train_loss=0.478]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.42it/s, v_num=ld_0, val_loss=1.130, train_loss=0.478]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.12it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 76:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:   9%|โ–‰         | 1/11 [00:00<00:00, 89.40it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:   9%|โ–‰         | 1/11 [00:00<00:00, 87.78it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.42it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.62it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.91it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.32it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.58it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.17it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.28it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.95it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.43it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.14it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.81it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.57it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.69it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.48it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.89it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.70it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.07it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77:  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=1.130, train_loss=0.385]
Epoch 77: 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=1.130, train_loss=0.385]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.28it/s, v_num=ld_0, val_loss=1.130, train_loss=0.385]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.34it/s, v_num=ld_0, val_loss=0.826, train_loss=0.385]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.06it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 77:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:   9%|โ–‰         | 1/11 [00:00<00:00, 92.79it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:   9%|โ–‰         | 1/11 [00:00<00:00, 90.94it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.74it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.81it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.92it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.35it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.12it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.69it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.38it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.04it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.60it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.28it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.67it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.42it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.43it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.21it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.35it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.16it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.46it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.28it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.63it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.46it/s, v_num=ld_0, val_loss=0.826, train_loss=0.308]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.28it/s, v_num=ld_0, val_loss=1.010, train_loss=0.308]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.00it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 78:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:   9%|โ–‰         | 1/11 [00:00<00:00, 92.28it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:   9%|โ–‰         | 1/11 [00:00<00:00, 90.61it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.46it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.63it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.18it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.62it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.38it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.96it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.76it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.42it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.02it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.71it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.09it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.85it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.01it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.79it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.22it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.03it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.31it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79:  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=1.010, train_loss=0.372]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.57it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.41it/s, v_num=ld_0, val_loss=1.010, train_loss=0.372]
Epoch 79: 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=0.736, train_loss=0.372]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.96it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 79:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:   9%|โ–‰         | 1/11 [00:00<00:00, 94.07it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:   9%|โ–‰         | 1/11 [00:00<00:00, 92.31it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.49it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.62it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.77it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.19it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.85it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.41it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.92it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.54it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.07it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.77it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.01it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.76it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.77it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.55it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.98it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.75it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.10it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.93it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.49it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.33it/s, v_num=ld_0, val_loss=0.736, train_loss=0.449]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.93it/s, v_num=ld_0, val_loss=1.010, train_loss=0.449]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.65it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 80:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:   9%|โ–‰         | 1/11 [00:00<00:00, 92.62it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:   9%|โ–‰         | 1/11 [00:00<00:00, 90.92it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.68it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.83it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.55it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.92it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.02it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.52it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.39it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.01it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.51it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.22it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.68it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.43it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.53it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.29it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.67it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.47it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.63it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.46it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.93it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.77it/s, v_num=ld_0, val_loss=1.010, train_loss=0.488]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.26it/s, v_num=ld_0, val_loss=0.812, train_loss=0.488]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.98it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 81:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:   9%|โ–‰         | 1/11 [00:00<00:00, 96.24it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:   9%|โ–‰         | 1/11 [00:00<00:00, 94.42it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.25it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.36it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.63it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.98it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.77it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.32it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.81it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.41it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.85it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.55it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.02it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.74it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.88it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.65it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.17it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.97it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.43it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.25it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.83it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.67it/s, v_num=ld_0, val_loss=0.812, train_loss=0.436]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.57it/s, v_num=ld_0, val_loss=0.900, train_loss=0.436]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.28it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 82:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:   9%|โ–‰         | 1/11 [00:00<00:00, 90.38it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:   9%|โ–‰         | 1/11 [00:00<00:00, 88.74it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.29it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.44it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.51it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.94it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.57it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.13it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.43it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.98it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.57it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.26it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.74it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.49it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.02it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.80it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.37it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.15it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.67it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.49it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.00it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.83it/s, v_num=ld_0, val_loss=0.900, train_loss=0.470]
Epoch 83: 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=0.879, train_loss=0.470]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.37it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 83:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:   9%|โ–‰         | 1/11 [00:00<00:00, 96.30it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:   9%|โ–‰         | 1/11 [00:00<00:00, 94.46it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.77it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.77it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.14it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.46it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.54it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.07it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.19it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.81it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.51it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.17it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.54it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.27it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.47it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.23it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.50it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.27it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.69it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.50it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.04it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.87it/s, v_num=ld_0, val_loss=0.879, train_loss=0.412]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.72it/s, v_num=ld_0, val_loss=0.951, train_loss=0.412]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.39it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 84:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:   9%|โ–‰         | 1/11 [00:00<00:00, 98.37it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:   9%|โ–‰         | 1/11 [00:00<00:00, 96.25it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.93it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.98it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.67it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.04it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.89it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.41it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.07it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.68it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.98it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.62it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.04it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.76it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.62it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.37it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.24it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.02it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.93it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.70it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.06it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.87it/s, v_num=ld_0, val_loss=0.951, train_loss=0.365]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.47it/s, v_num=ld_0, val_loss=0.872, train_loss=0.365]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.16it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 85:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:   9%|โ–‰         | 1/11 [00:00<00:00, 94.41it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:   9%|โ–‰         | 1/11 [00:00<00:00, 92.64it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.45it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.55it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.90it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.25it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.65it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.19it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.41it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.01it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.83it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.52it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.87it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.61it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.62it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.29it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.82it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.60it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.83it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.65it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.06it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.88it/s, v_num=ld_0, val_loss=0.872, train_loss=0.327]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.94it/s, v_num=ld_0, val_loss=1.290, train_loss=0.327]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.63it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 86:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:   9%|โ–‰         | 1/11 [00:00<00:00, 96.31it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:   9%|โ–‰         | 1/11 [00:00<00:00, 94.46it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.76it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.83it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.71it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.11it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.92it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.46it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.31it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.94it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.69it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.38it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.91it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.62it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.87it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.61it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.10it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.89it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.30it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.11it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.67it/s, v_num=ld_0, val_loss=1.290, train_loss=0.376]
Epoch 87: 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, val_loss=1.290, train_loss=0.376]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.17it/s, v_num=ld_0, val_loss=1.030, train_loss=0.376]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.80it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 87:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:   9%|โ–‰         | 1/11 [00:00<00:00, 97.71it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:   9%|โ–‰         | 1/11 [00:00<00:00, 95.79it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.16it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.20it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.71it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.02it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.68it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.21it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.81it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.38it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.94it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.60it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.09it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.79it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.99it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.75it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.19it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.98it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88:  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=1.030, train_loss=0.491]
Epoch 88:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.10it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.47it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.29it/s, v_num=ld_0, val_loss=1.030, train_loss=0.491]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.03it/s, v_num=ld_0, val_loss=0.919, train_loss=0.491]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.73it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 88:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:   9%|โ–‰         | 1/11 [00:00<00:00, 99.25it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:   9%|โ–‰         | 1/11 [00:00<00:00, 97.30it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.01it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.97it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.44it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.80it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.46it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.92it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.75it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.32it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.98it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.65it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.04it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.76it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.60it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.35it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.74it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.53it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.70it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.51it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.89it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.72it/s, v_num=ld_0, val_loss=0.919, train_loss=0.440]
Epoch 89: 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, val_loss=1.010, train_loss=0.440]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.02it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 89:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:   9%|โ–‰         | 1/11 [00:00<00:00, 98.31it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:   9%|โ–‰         | 1/11 [00:00<00:00, 96.38it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.07it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.02it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.28it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.64it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.36it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.81it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.40it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.01it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.57it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.22it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.56it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.25it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.33it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.09it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.22it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.01it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.32it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.11it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.66it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.46it/s, v_num=ld_0, val_loss=1.010, train_loss=0.314]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.03it/s, v_num=ld_0, val_loss=1.150, train_loss=0.314]
Epoch 90: 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=1.150, train_loss=0.357]
Epoch 90:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:   9%|โ–‰         | 1/11 [00:00<00:00, 95.48it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:   9%|โ–‰         | 1/11 [00:00<00:00, 93.67it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.32it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.40it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.29it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.57it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.62it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.16it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.37it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.99it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.65it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.34it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.96it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.69it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.91it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.68it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.99it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.79it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.09it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.90it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.52it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.35it/s, v_num=ld_0, val_loss=1.150, train_loss=0.357]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.30it/s, v_num=ld_0, val_loss=1.010, train_loss=0.357]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.98it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 91:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:   9%|โ–‰         | 1/11 [00:00<00:00, 97.56it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:   9%|โ–‰         | 1/11 [00:00<00:00, 95.67it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.63it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.70it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.98it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.31it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.01it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.55it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.16it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.75it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.46it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.15it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.80it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.53it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.90it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.65it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.14it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.91it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.21it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.02it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.52it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.35it/s, v_num=ld_0, val_loss=1.010, train_loss=0.452]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.29it/s, v_num=ld_0, val_loss=0.882, train_loss=0.452]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.98it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 92:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:   9%|โ–‰         | 1/11 [00:00<00:00, 97.27it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:   9%|โ–‰         | 1/11 [00:00<00:00, 95.39it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.20it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.26it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.02it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.33it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.16it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.68it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 97.37it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.99it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.44it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.12it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.22it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.91it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.89it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.65it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.05it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.84it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.16it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.95it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.41it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.22it/s, v_num=ld_0, val_loss=0.882, train_loss=0.305]
Epoch 93: 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=0.870, train_loss=0.305]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.74it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 93:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:   9%|โ–‰         | 1/11 [00:00<00:00, 95.68it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:   9%|โ–‰         | 1/11 [00:00<00:00, 93.70it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.58it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.65it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.61it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.98it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.13it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.61it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.44it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.06it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.61it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.29it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.62it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.36it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.59it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.35it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.80it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.59it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.88it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.69it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.16it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.98it/s, v_num=ld_0, val_loss=0.870, train_loss=0.329]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.76it/s, v_num=ld_0, val_loss=1.440, train_loss=0.329]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.46it/s, v_num=ld_0, val_loss=1.440, train_loss=0.337]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.04it/s, v_num=ld_0, val_loss=1.440, train_loss=0.337]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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             0.9530029296875
      Accuracy_val          0.7305389046669006
        val_loss            1.4364607334136963
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 66.34it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 65.01it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.69it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.99it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.44it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.95it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.84it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.45it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.76it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 75.45it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.87it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.68it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.70it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.53it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.63it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.47it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.12it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.96it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.25it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.10it/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, 90.27it/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, 90.14it/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, 79.04it/s, v_num=ld_1, val_loss=3.540]
Epoch 0: 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=3.540, train_loss=18.90]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 108.62it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 106.29it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.51it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.29it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.03it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.21it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.67it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.05it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.02it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.53it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.96it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.54it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.14it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.78it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.41it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.10it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.59it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.28it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.88it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.63it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.31it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.08it/s, v_num=ld_1, val_loss=3.540, train_loss=18.90]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.20it/s, v_num=ld_1, val_loss=2.310, train_loss=18.90]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.77it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 103.83it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 101.69it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.60it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.42it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.73it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.92it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.59it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.91it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.98it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.43it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.89it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.43it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.50it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.15it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.47it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.15it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.61it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.30it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.97it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.71it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.24it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.94it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.25it/s, v_num=ld_1, val_loss=2.310, train_loss=3.900]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.87it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 107.02it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 104.54it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.15it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.97it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.29it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.48it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.55it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.93it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.28it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.78it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.22it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.80it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.55it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.19it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.29it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.98it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.25it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.97it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.37it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.12it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.46it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.23it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.40it/s, v_num=ld_1, val_loss=2.310, train_loss=2.370]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.99it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 110.62it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 108.17it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 112.38it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.11it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.23it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.38it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.49it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.85it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.84it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.50it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.06it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.66it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.29it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.81it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.45it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.75it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.44it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.90it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.64it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.30it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.06it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.98it/s, v_num=ld_1, val_loss=2.310, train_loss=2.360]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.59it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 110.00it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 107.58it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.90it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.67it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.70it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.86it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.12it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.49it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.59it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.03it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.02it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.59it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.91it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.36it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.04it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.87it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.56it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.61it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.36it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.86it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.60it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.39it/s, v_num=ld_1, val_loss=2.310, train_loss=2.350]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.99it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 111.01it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 108.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.11it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.92it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.71it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.90it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.17it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.55it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.36it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.87it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.49it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.08it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.47it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.09it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.02it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.72it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.07it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.80it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.81it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.54it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.05it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.81it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.18it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.79it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 109.07it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 106.48it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.90it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.56it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.21it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.31it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.99it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.32it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.91it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.36it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.51it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.09it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.52it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.17it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.02it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.65it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.35it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.07it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.55it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.29it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.98it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.73it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.89it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.50it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 110.44it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 108.01it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.98it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.70it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.41it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.57it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 113.01it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.30it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.64it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.08it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.25it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.77it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.27it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.86it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.38it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.06it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.44it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.15it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.52it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.27it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.84it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.60it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.62it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.21it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 110.95it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 108.51it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 112.66it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.39it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.78it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.93it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.09it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.46it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.39it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.83it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.94it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.52it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.26it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.86it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.40it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.08it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.60it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.32it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.76it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.51it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.23it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.99it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.74it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 110.51it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 108.09it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.83it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.57it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.45it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.53it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 113.10it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.45it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 113.08it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.57it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.80it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.36it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.86it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.49it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.94it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.62it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 113.07it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.76it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 113.18it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.92it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.58it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.10it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.68it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 107.89it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 105.35it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.37it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.15it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.59it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.75it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.03it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.39it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.28it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.76it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.00it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.57it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.20it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.84it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.43it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.08it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.62it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.62it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.36it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.91it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.68it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.49it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 11: 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=2.310, train_loss=2.320]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 106.42it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 104.17it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.60it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.45it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.99it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.20it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.99it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.31it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.69it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.20it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.70it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.29it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.17it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.82it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.62it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.31it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.89it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.58it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.19it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.94it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.74it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.51it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.61it/s, v_num=ld_1, val_loss=2.310, train_loss=2.320]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.21it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 108.35it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 106.01it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.74it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.53it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.22it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.40it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.01it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.48it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.94it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.51it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.09it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.63it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.27it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.78it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.46it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.14it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.86it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.28it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.00it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.81it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.58it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.67it/s, v_num=ld_1, val_loss=2.310, train_loss=2.330]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.26it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 108.22it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 105.66it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.95it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.62it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.42it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.58it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.05it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.34it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.27it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.76it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.97it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.54it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.26it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.90it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.56it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.23it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.64it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.36it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.82it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.56it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.32it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.09it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.92it/s, v_num=ld_1, val_loss=2.310, train_loss=2.310]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.52it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 110.89it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 108.44it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 112.16it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.90it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.75it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.80it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 113.09it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.40it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.54it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.03it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.59it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.16it/s, v_num=ld_1, 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, 111.87it/s, v_num=ld_1, 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, 111.47it/s, v_num=ld_1, 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, 111.70it/s, v_num=ld_1, 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, 111.36it/s, v_num=ld_1, 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, 111.76it/s, v_num=ld_1, 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, 111.44it/s, v_num=ld_1, 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, 111.93it/s, v_num=ld_1, 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, 111.68it/s, v_num=ld_1, 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, 112.40it/s, v_num=ld_1, 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, 112.16it/s, v_num=ld_1, 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, 96.41it/s, v_num=ld_1, 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, 96.02it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 108.88it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 106.54it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.44it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.20it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.70it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.86it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.44it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.80it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.73it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.13it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.17it/s, v_num=ld_1, val_loss=2.310, train_loss=2.290]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.69it/s, v_num=ld_1, 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, 112.21it/s, v_num=ld_1, 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, 111.81it/s, v_num=ld_1, 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, 112.21it/s, v_num=ld_1, 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, 111.90it/s, v_num=ld_1, 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, 112.48it/s, v_num=ld_1, 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, 112.19it/s, v_num=ld_1, 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, 112.56it/s, v_num=ld_1, 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, 112.30it/s, v_num=ld_1, 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, 112.93it/s, v_num=ld_1, 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, 112.67it/s, v_num=ld_1, 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, 96.65it/s, v_num=ld_1, 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, 96.26it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 110.86it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 108.43it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 112.42it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.15it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.31it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.46it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.69it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.98it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.85it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.33it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.41it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.95it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.73it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.36it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.96it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.63it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 113.12it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.81it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 113.17it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.91it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.56it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.32it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.05it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.62it/s, v_num=ld_1, val_loss=2.310, train_loss=2.300]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.09it/s, v_num=ld_1, val_loss=2.310, 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                   0.5
      Accuracy_val          0.10179640352725983
        val_loss             2.310880422592163
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 63.06it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 61.99it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.33it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.60it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.44it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.98it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.23it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.86it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.07it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.75it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.94it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.75it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.61it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.43it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.52it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.35it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.75it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.59it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.88it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.74it/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, 89.58it/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, 89.44it/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, 78.15it/s, v_num=ld_2, val_loss=8.170]
Epoch 0: 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=8.170, train_loss=27.70]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 110.96it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 107.78it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.59it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.29it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.01it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.22it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.95it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.28it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.73it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.25it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.69it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.29it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.63it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.29it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.71it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.40it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.04it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.77it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.30it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.05it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.75it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.49it/s, v_num=ld_2, val_loss=8.170, train_loss=27.70]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.57it/s, v_num=ld_2, val_loss=2.320, train_loss=27.70]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.18it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 109.93it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 107.52it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.48it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.36it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 106.11it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 105.35it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 107.80it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 107.21it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.83it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.30it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.22it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.78it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.83it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.48it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.93it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.62it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.26it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.99it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.51it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.26it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.04it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.81it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.36it/s, v_num=ld_2, val_loss=2.320, train_loss=6.500]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.98it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 113.43it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 110.88it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.58it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.32it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.34it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.49it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.60it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.88it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.85it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.33it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 113.04it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.55it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.98it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.61it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.71it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.38it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.57it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.29it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.55it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.30it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.90it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.62it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.87it/s, v_num=ld_2, val_loss=2.320, train_loss=2.770]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.47it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 106.43it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 104.14it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.36it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.20it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.44it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 106.66it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.87it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.22it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.08it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.60it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.30it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.90it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.49it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.14it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.29it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.98it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.23it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 108.96it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.23it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 108.99it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.62it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.40it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.84it/s, v_num=ld_2, val_loss=2.320, train_loss=2.370]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.42it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 107.91it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 105.37it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.34it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.14it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.91it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.12it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.05it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.45it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.41it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 107.93it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.91it/s, v_num=ld_2, val_loss=2.320, train_loss=2.340]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.48it/s, v_num=ld_2, 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, 109.53it/s, v_num=ld_2, 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, 109.17it/s, v_num=ld_2, 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, 109.41it/s, v_num=ld_2, 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, 109.10it/s, v_num=ld_2, 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, 109.47it/s, v_num=ld_2, 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, 109.17it/s, v_num=ld_2, 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, 109.37it/s, v_num=ld_2, 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, 109.12it/s, v_num=ld_2, 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, 109.97it/s, v_num=ld_2, 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, 109.75it/s, v_num=ld_2, 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, 94.58it/s, v_num=ld_2, 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, 94.18it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 113.09it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 110.31it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.96it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.48it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.37it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.52it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.57it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.93it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.64it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.13it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.85it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.42it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.79it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.42it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.69it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.34it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.83it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.54it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.91it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.65it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.11it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.88it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.80it/s, v_num=ld_2, val_loss=2.320, train_loss=2.300]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.38it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 112.96it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 110.43it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.95it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.69it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.70it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.73it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.64it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.00it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.76it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.24it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.76it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.29it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.40it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.00it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.93it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.62it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.18it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.87it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.01it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.73it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.39it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.16it/s, v_num=ld_2, val_loss=2.320, train_loss=2.310]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.14it/s, v_num=ld_2, 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, 95.76it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 113.80it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 111.23it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.91it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.63it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.54it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.61it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.72it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.03it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.86it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.34it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 113.02it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.59it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.94it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.57it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.80it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.47it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.99it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.68it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 113.09it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.83it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.31it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.07it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.00it/s, v_num=ld_2, val_loss=2.240, train_loss=2.300]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.59it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 113.54it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 110.98it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.62it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.36it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.22it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.26it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.32it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.69it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.55it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.05it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.59it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.16it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.58it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.18it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.28it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.93it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.45it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.16it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.51it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.24it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.83it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.60it/s, v_num=ld_2, val_loss=2.240, train_loss=2.350]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.60it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.17it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 112.73it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 110.23it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.70it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.44it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.05it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.20it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.20it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.58it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.18it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.68it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.73it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.32it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.20it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.84it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.20it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.89it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.53it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.26it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.73it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.48it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.14it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.91it/s, v_num=ld_2, val_loss=2.320, train_loss=2.350]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.25it/s, v_num=ld_2, val_loss=2.270, train_loss=2.350]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.87it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 112.91it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 110.41it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 112.17it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.88it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.14it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.32it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.34it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.71it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.82it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.24it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.99it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.58it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.19it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.84it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.17it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.86it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.51it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.20it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.63it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.34it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.18it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.95it/s, v_num=ld_2, val_loss=2.270, train_loss=2.330]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.16it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.75it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 113.04it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 110.52it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.20it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.84it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.60it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.77it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.96it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.32it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.00it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.49it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.15it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.72it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.30it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.93it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.18it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.86it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.37it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.06it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.50it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.24it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.89it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.66it/s, v_num=ld_2, val_loss=2.320, train_loss=2.330]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.78it/s, v_num=ld_2, val_loss=2.300, train_loss=2.330]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.37it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 113.21it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 110.68it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.98it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.70it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.40it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.55it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.58it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.95it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.82it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.26it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.87it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.44it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 113.12it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.75it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.89it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.56it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.42it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.13it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.47it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.22it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.86it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.61it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.58it/s, v_num=ld_2, val_loss=2.260, train_loss=2.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.19it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 112.19it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 109.70it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.47it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.23it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.43it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.58it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.76it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.14it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.88it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.38it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.12it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.65it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.23it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.83it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.07it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.72it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.22it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.92it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.33it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.07it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.65it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.41it/s, v_num=ld_2, val_loss=2.260, train_loss=2.260]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.58it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.19it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 111.59it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 109.14it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.63it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.40it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.52it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.69it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.96it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.33it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.45it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.89it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.58it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.11it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.57it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.20it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.49it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.17it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.48it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.19it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.65it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.39it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.01it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.73it/s, v_num=ld_2, val_loss=2.190, train_loss=2.230]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.69it/s, v_num=ld_2, val_loss=2.260, train_loss=2.230]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.30it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 112.67it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 110.14it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.24it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.00it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.26it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.34it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.56it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.87it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.54it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.02it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.65it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.22it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.80it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.43it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.50it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.18it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.64it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.35it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.67it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.41it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.71it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.45it/s, v_num=ld_2, val_loss=2.260, train_loss=2.250]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.42it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.03it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 112.71it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 110.20it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.95it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.70it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.93it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.10it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.07it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.43it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.64it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.07it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.84it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.41it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.92it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.55it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.75it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.41it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.54it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.25it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.48it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.21it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.74it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.48it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.36it/s, v_num=ld_2, val_loss=2.140, train_loss=2.240]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.94it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 105.67it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 103.46it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.50it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.26it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 105.46it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.60it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 107.03it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 106.45it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 107.64it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 107.17it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 107.94it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 107.55it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 107.98it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 107.64it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.19it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 107.86it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 108.37it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 108.08it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 108.26it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 108.02it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 108.91it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 108.67it/s, v_num=ld_2, val_loss=2.140, train_loss=2.260]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.55it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.18it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 108.58it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 105.97it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.05it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.88it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.73it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 106.94it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.24it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 107.64it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.05it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 107.52it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.50it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.06it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 108.57it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 108.23it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.80it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.50it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.26it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 108.99it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.29it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.05it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.66it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.42it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.12it/s, v_num=ld_2, val_loss=2.190, train_loss=2.200]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.74it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 111.36it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 108.89it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.30it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.98it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.72it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.89it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.39it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.76it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.85it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.34it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.00it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.57it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.03it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.66it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.52it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.14it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.47it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.18it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.56it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.31it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.86it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.61it/s, v_num=ld_2, val_loss=2.190, train_loss=2.260]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.74it/s, v_num=ld_2, val_loss=2.120, train_loss=2.260]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.34it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 112.31it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 109.81it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.31it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.97it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.85it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.06it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.39it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.79it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.72it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.24it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.63it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.22it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.14it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.79it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.06it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.69it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.12it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.85it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.06it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.81it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.40it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.18it/s, v_num=ld_2, val_loss=2.120, train_loss=2.150]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.46it/s, v_num=ld_2, val_loss=2.100, train_loss=2.150]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.00it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 107.64it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 105.33it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.15it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.82it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.39it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.59it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.86it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.26it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.98it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.50it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.14it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.73it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.24it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 108.89it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.08it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.66it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.02it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 108.73it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.41it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.17it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.07it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.84it/s, v_num=ld_2, val_loss=2.100, train_loss=2.110]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.22it/s, v_num=ld_2, val_loss=2.060, train_loss=2.110]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.85it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 108.59it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 106.23it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.20it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.97it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.14it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.32it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.88it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.26it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.36it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.86it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.66it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.19it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.83it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.40it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.65it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.29it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.89it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.60it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.08it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.83it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.51it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.24it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.15it/s, v_num=ld_2, val_loss=2.060, train_loss=2.160]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.70it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 108.44it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 106.06it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.95it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.76it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.36it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.55it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.20it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.58it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.72it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.17it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.22it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.81it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.57it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.21it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.46it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.14it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.59it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.30it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.32it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.05it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.51it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.28it/s, v_num=ld_2, val_loss=2.060, train_loss=2.170]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.47it/s, v_num=ld_2, val_loss=2.070, train_loss=2.170]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.08it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 111.71it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 109.24it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.59it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.35it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.46it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.63it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.03it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.34it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.28it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.76it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.49it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.06it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.55it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.19it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.28it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.96it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.35it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.07it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.46it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.20it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.85it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.61it/s, v_num=ld_2, val_loss=2.070, train_loss=2.050]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.51it/s, v_num=ld_2, val_loss=1.800, train_loss=2.050]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.11it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 113.08it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 110.55it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.83it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.58it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.66it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.82it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.82it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.19it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.98it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.47it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.22it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.79it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.26it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.87it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.62it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.29it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.59it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.31it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.84it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.59it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.39it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.14it/s, v_num=ld_2, val_loss=1.800, train_loss=1.950]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.59it/s, v_num=ld_2, val_loss=1.700, train_loss=1.950]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.19it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 112.30it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 109.80it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.30it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.84it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.18it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.36it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.67it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.95it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.07it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.56it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.33it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.90it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.69it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.33it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.55it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.22it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.51it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.23it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.78it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.51it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.95it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.70it/s, v_num=ld_2, val_loss=1.700, train_loss=1.850]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.29it/s, v_num=ld_2, val_loss=1.640, train_loss=1.850]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.88it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 113.32it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 110.77it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.66it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.39it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.89it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.04it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.27it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.57it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.33it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.82it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.00it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.51it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.65it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.25it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.02it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.70it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.98it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.70it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.10it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.85it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.59it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.34it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.41it/s, v_num=ld_2, val_loss=1.640, train_loss=1.730]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.00it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 112.65it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 110.12it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.55it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.18it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.29it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.45it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.73it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.10it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.78it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.28it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.10it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.67it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.47it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.07it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.17it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.85it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.32it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.01it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.39it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.12it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.59it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.36it/s, v_num=ld_2, val_loss=1.640, train_loss=1.640]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.23it/s, v_num=ld_2, val_loss=1.400, train_loss=1.640]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.84it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 112.14it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 109.64it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.56it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.31it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.42it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.57it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.90it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.21it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.21it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.71it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.24it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.81it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.17it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.80it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.96it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.64it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.01it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.72it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.15it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.90it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.66it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.39it/s, v_num=ld_2, val_loss=1.400, train_loss=1.590]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.12it/s, v_num=ld_2, val_loss=1.390, train_loss=1.590]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.70it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 111.59it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 109.11it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.86it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.52it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.99it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.17it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.42it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.79it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.74it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.24it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.87it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.45it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.05it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.68it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.92it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.60it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.07it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.79it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.97it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.72it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.22it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.97it/s, v_num=ld_2, val_loss=1.390, train_loss=1.460]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.87it/s, v_num=ld_2, val_loss=1.360, train_loss=1.460]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.47it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 111.59it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 109.10it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.07it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.76it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.74it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.91it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.39it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.68it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.76it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.26it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.22it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.79it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.36it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.96it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.17it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.82it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.36it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.07it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.47it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.21it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.84it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.61it/s, v_num=ld_2, val_loss=1.360, train_loss=1.380]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.62it/s, v_num=ld_2, val_loss=1.230, train_loss=1.380]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.22it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 112.79it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 110.28it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.90it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.62it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.39it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.53it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.40it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.77it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.66it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.09it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.72it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.29it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.91it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.54it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.60it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.27it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.78it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.50it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.84it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.58it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 113.12it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.86it/s, v_num=ld_2, val_loss=1.230, train_loss=1.370]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.32it/s, v_num=ld_2, val_loss=1.320, train_loss=1.370]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.90it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 112.08it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 109.58it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.71it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.34it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.28it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.37it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.70it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.07it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.18it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.67it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.35it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.93it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.46it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.10it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.29it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.97it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.47it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.14it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.53it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.27it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.43it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.19it/s, v_num=ld_2, val_loss=1.320, train_loss=1.350]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.81it/s, v_num=ld_2, val_loss=1.170, train_loss=1.350]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.40it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 109.88it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 107.25it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.01it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.80it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.12it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.31it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.04it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.25it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.71it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.22it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.82it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.38it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.43it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.03it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.48it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.17it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 108.36it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 108.04it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 108.55it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 108.26it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 108.83it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 108.59it/s, v_num=ld_2, val_loss=1.170, train_loss=1.150]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.94it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.56it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 107.99it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 105.64it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.80it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.50it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.15it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.34it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.97it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.32it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.60it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.07it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.74it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.29it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.46it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.11it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.29it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.98it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.43it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.17it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.72it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.48it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.37it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.13it/s, v_num=ld_2, val_loss=1.210, train_loss=1.150]
Epoch 36: 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=1.120, train_loss=1.150]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.89it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 106.10it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 103.58it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.40it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.23it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.53it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.72it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.30it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.69it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.76it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.27it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.11it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.65it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.36it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.97it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.23it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.85it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.41it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.13it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.52it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.27it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.94it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.71it/s, v_num=ld_2, val_loss=1.120, train_loss=1.210]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.76it/s, v_num=ld_2, val_loss=1.010, train_loss=1.210]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.35it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 111.97it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 109.23it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.27it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.04it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.08it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.16it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.53it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.79it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.15it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.66it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.23it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.82it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.15it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.75it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.81it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.46it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.54it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.26it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.66it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.41it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.89it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.64it/s, v_num=ld_2, val_loss=1.010, train_loss=1.120]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.52it/s, v_num=ld_2, val_loss=0.944, train_loss=1.120]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.12it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 112.65it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 110.12it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.23it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.00it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.78it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.97it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.75it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.07it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.26it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.76it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.79it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.32it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.77it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.42it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.23it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.89it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.43it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.14it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.40it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.08it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.65it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.43it/s, v_num=ld_2, val_loss=0.944, train_loss=1.080]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.14it/s, v_num=ld_2, val_loss=0.925, train_loss=1.080]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.74it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 106.58it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 104.31it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.96it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.78it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.87it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.06it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.89it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.26it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.10it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.60it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.41it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.99it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.69it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.30it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.59it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.28it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.89it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.58it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.10it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.85it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.58it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.35it/s, v_num=ld_2, val_loss=0.925, train_loss=0.873]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.52it/s, v_num=ld_2, val_loss=0.909, train_loss=0.873]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.10it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 112.40it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 109.63it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.52it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.12it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.14it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.23it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.34it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.71it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.62it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.11it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.57it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.14it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.49it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.13it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.88it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.57it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.09it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.81it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.04it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.79it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.31it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.05it/s, v_num=ld_2, val_loss=0.909, train_loss=0.903]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.78it/s, v_num=ld_2, val_loss=1.080, train_loss=0.903]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.36it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 112.88it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 110.36it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.37it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.98it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.23it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.32it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.85it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.22it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.29it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.70it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.50it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.07it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.43it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.06it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.17it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.85it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.34it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.06it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.34it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.06it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.71it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.48it/s, v_num=ld_2, val_loss=1.080, train_loss=1.060]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.35it/s, v_num=ld_2, val_loss=0.977, train_loss=1.060]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.96it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 110.36it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 107.89it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.12it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.90it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.35it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.53it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.68it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.05it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.23it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.73it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.28it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.86it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.57it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.17it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.27it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.95it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.49it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.18it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.49it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.21it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.89it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.66it/s, v_num=ld_2, val_loss=0.977, train_loss=1.200]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.77it/s, v_num=ld_2, val_loss=1.040, train_loss=1.200]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.38it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 113.08it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 110.52it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.20it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.95it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.76it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.92it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.97it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.25it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.36it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.85it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.64it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.16it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.75it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.39it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.54it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.22it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.24it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.94it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.86it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.61it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.91it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.69it/s, v_num=ld_2, val_loss=1.040, train_loss=1.080]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.52it/s, v_num=ld_2, val_loss=0.836, train_loss=1.080]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.13it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 112.46it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 109.93it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.36it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.10it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.89it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.05it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.23it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.60it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.53it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.96it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.47it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.99it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.50it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.13it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.12it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.75it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.53it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.25it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.33it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.08it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.48it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.25it/s, v_num=ld_2, val_loss=0.836, train_loss=0.793]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.45it/s, v_num=ld_2, val_loss=0.964, train_loss=0.793]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.03it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 111.52it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 109.06it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.02it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.64it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.71it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.83it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.62it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.97it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.60it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.08it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.68it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.26it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.00it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.64it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.75it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.43it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.97it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.69it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.02it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.76it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.43it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.19it/s, v_num=ld_2, val_loss=0.964, train_loss=0.769]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.18it/s, v_num=ld_2, val_loss=0.812, train_loss=0.769]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.79it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 112.91it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 110.39it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.44it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.18it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.83it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.98it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.15it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.45it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 112.14it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.58it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 112.32it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.90it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.41it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 112.04it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 112.17it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.85it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 112.15it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.87it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 112.14it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.88it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.66it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.40it/s, v_num=ld_2, val_loss=0.812, train_loss=0.704]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.24it/s, v_num=ld_2, val_loss=0.791, train_loss=0.704]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.82it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:   9%|โ–‰         | 1/11 [00:00<00:00, 104.03it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:   9%|โ–‰         | 1/11 [00:00<00:00, 101.59it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.16it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.01it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.89it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.11it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.65it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.05it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.50it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.02it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.06it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.65it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.51it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.15it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.39it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.08it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.64it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.37it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.92it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.65it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.48it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.25it/s, v_num=ld_2, val_loss=0.791, train_loss=0.692]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.51it/s, v_num=ld_2, val_loss=0.789, train_loss=0.692]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.11it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 48:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:   9%|โ–‰         | 1/11 [00:00<00:00, 112.12it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:   9%|โ–‰         | 1/11 [00:00<00:00, 109.61it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.06it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.79it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.64it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.72it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.80it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.09it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.25it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.75it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.56it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.10it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.73it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.37it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.50it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.13it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.70it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.42it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.75it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.49it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.98it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.75it/s, v_num=ld_2, val_loss=0.789, train_loss=0.701]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.71it/s, v_num=ld_2, val_loss=0.699, train_loss=0.701]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.31it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 49:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:   9%|โ–‰         | 1/11 [00:00<00:00, 110.66it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:   9%|โ–‰         | 1/11 [00:00<00:00, 108.23it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.35it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.15it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.84it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.93it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.40it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.79it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.94it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.45it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.24it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.82it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.51it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.11it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.39it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.05it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.45it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.14it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.63it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.38it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.93it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.70it/s, v_num=ld_2, val_loss=0.699, train_loss=0.565]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.86it/s, v_num=ld_2, val_loss=1.000, train_loss=0.565]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.45it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 50:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:   9%|โ–‰         | 1/11 [00:00<00:00, 113.01it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:   9%|โ–‰         | 1/11 [00:00<00:00, 110.19it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.68it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.47it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.91it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.10it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.60it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.99it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.29it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.73it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.56it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.09it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.80it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.44it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.21it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.86it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.38it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.07it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.55it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.29it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.91it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.68it/s, v_num=ld_2, val_loss=1.000, train_loss=0.529]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.55it/s, v_num=ld_2, val_loss=0.763, train_loss=0.529]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.16it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 51:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:   9%|โ–‰         | 1/11 [00:00<00:00, 108.99it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:   9%|โ–‰         | 1/11 [00:00<00:00, 106.64it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.46it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.24it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.38it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.56it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.95it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.33it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.38it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.88it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.06it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.64it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.84it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.48it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.53it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.21it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.80it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.53it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.81it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.56it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.00it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.68it/s, v_num=ld_2, val_loss=0.763, train_loss=0.656]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.16it/s, v_num=ld_2, val_loss=0.662, train_loss=0.656]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.70it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 52:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:   9%|โ–‰         | 1/11 [00:00<00:00, 110.12it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:   9%|โ–‰         | 1/11 [00:00<00:00, 107.70it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.27it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.95it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.62it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.83it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.85it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.17it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.86it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.32it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.88it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.37it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.53it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.17it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.29it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 108.98it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.28it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 108.88it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.00it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 108.76it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.31it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.09it/s, v_num=ld_2, val_loss=0.662, train_loss=0.558]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.84it/s, v_num=ld_2, val_loss=0.749, train_loss=0.558]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.43it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 53:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:   9%|โ–‰         | 1/11 [00:00<00:00, 108.72it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:   9%|โ–‰         | 1/11 [00:00<00:00, 105.07it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.98it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.79it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.09it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.30it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.78it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.17it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.45it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.95it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.97it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.51it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.38it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.02it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.36it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.04it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.52it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.24it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.68it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.43it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 112.13it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.88it/s, v_num=ld_2, val_loss=0.749, train_loss=0.512]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.41it/s, v_num=ld_2, val_loss=0.700, train_loss=0.512]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.01it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 54:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:   9%|โ–‰         | 1/11 [00:00<00:00, 109.82it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:   9%|โ–‰         | 1/11 [00:00<00:00, 107.43it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.08it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.85it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.87it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.07it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.65it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.03it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.99it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.49it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.26it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.83it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.73it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.37it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.24it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.93it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.14it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.68it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.81it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.56it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.86it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.63it/s, v_num=ld_2, val_loss=0.700, train_loss=0.476]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.86it/s, v_num=ld_2, val_loss=0.691, train_loss=0.476]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.48it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 55:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:   9%|โ–‰         | 1/11 [00:00<00:00, 106.64it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:   9%|โ–‰         | 1/11 [00:00<00:00, 104.13it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.02it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.88it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 106.57it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 105.80it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 106.44it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 105.86it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 107.40it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 106.93it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 107.80it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 107.40it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 108.07it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 107.72it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 106.82it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 106.51it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 106.92it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 106.65it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 106.98it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 106.70it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 107.13it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 106.92it/s, v_num=ld_2, val_loss=0.691, train_loss=0.444]
Epoch 56: 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=0.675, train_loss=0.444]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.29it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 56:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:   9%|โ–‰         | 1/11 [00:00<00:00, 111.51it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:   9%|โ–‰         | 1/11 [00:00<00:00, 109.04it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.96it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.63it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.83it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.90it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.93it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.26it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.89it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.38it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.00it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.58it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.23it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.88it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.95it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.63it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.21it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.93it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.38it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.13it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.83it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.57it/s, v_num=ld_2, val_loss=0.675, train_loss=0.388]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.83it/s, v_num=ld_2, val_loss=0.722, train_loss=0.388]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.43it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 57:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:   9%|โ–‰         | 1/11 [00:00<00:00, 112.94it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:   9%|โ–‰         | 1/11 [00:00<00:00, 110.42it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 111.57it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 110.31it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 112.01it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 111.15it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 112.12it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.47it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.56it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 111.04it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.41it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.99it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.46it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.10it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 111.29it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.97it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.44it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.17it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.62it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.37it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.95it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.70it/s, v_num=ld_2, val_loss=0.722, train_loss=0.402]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.81it/s, v_num=ld_2, val_loss=0.711, train_loss=0.402]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.41it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 58:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:   9%|โ–‰         | 1/11 [00:00<00:00, 108.73it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:   9%|โ–‰         | 1/11 [00:00<00:00, 106.17it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.29it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.92it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.05it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.14it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.84it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.23it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.49it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.94it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.69it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.20it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.92it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.57it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.84it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.49it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 111.04it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.76it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.19it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.90it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.52it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.30it/s, v_num=ld_2, val_loss=0.711, train_loss=0.339]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.51it/s, v_num=ld_2, val_loss=0.627, train_loss=0.339]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.10it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 59:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:   9%|โ–‰         | 1/11 [00:00<00:00, 110.03it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:   9%|โ–‰         | 1/11 [00:00<00:00, 107.60it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.37it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.16it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.36it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.54it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 111.01it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.32it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.92it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.40it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.78it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.35it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.86it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.50it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.54it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.22it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.62it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.34it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.62it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.36it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.84it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.61it/s, v_num=ld_2, val_loss=0.627, train_loss=0.350]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.59it/s, v_num=ld_2, val_loss=0.651, train_loss=0.350]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.20it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 60:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:   9%|โ–‰         | 1/11 [00:00<00:00, 109.58it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:   9%|โ–‰         | 1/11 [00:00<00:00, 107.17it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 109.17it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.94it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 110.43it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.61it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.89it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 110.18it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.75it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 110.25it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 111.02it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 110.60it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 111.11it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.76it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.90it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 110.58it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.98it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 110.70it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 111.07it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 110.82it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 111.06it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.83it/s, v_num=ld_2, val_loss=0.651, train_loss=0.367]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.20it/s, v_num=ld_2, val_loss=0.580, train_loss=0.367]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.81it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 61:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:   9%|โ–‰         | 1/11 [00:00<00:00, 107.59it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:   9%|โ–‰         | 1/11 [00:00<00:00, 105.25it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 106.44it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.28it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 107.71it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 106.92it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 108.41it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 107.81it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.92it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 108.43it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.31it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 108.91it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.75it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.40it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.53it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.22it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.66it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.38it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.16it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 108.85it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.28it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.03it/s, v_num=ld_2, val_loss=0.580, train_loss=0.259]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.61it/s, v_num=ld_2, val_loss=0.658, train_loss=0.259]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.22it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 62:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:   9%|โ–‰         | 1/11 [00:00<00:00, 109.21it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:   9%|โ–‰         | 1/11 [00:00<00:00, 106.83it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 108.37it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 107.18it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 109.37it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 108.56it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.67it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 109.07it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.65it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 109.14it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.96it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 109.54it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 110.13it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 109.77it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.69it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 109.35it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.74it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 109.44it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.77it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 109.52it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 110.05it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 109.80it/s, v_num=ld_2, val_loss=0.658, train_loss=0.217]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.35it/s, v_num=ld_2, val_loss=0.681, train_loss=0.217]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.94it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 63:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:   9%|โ–‰         | 1/11 [00:00<00:00, 106.68it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:   9%|โ–‰         | 1/11 [00:00<00:00, 104.42it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 105.78it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.61it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 106.51it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 105.65it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 106.75it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 106.15it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.75it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.23it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.96it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.57it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 106.12it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.78it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.76it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 105.46it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.70it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 105.42it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.74it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 105.50it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 106.08it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.87it/s, v_num=ld_2, val_loss=0.681, train_loss=0.255]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.23it/s, v_num=ld_2, val_loss=0.618, train_loss=0.255]
Epoch 64: 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=0.618, train_loss=0.248]
Epoch 64:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:   9%|โ–‰         | 1/11 [00:00<00:00, 104.23it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:   9%|โ–‰         | 1/11 [00:00<00:00, 101.83it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.65it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.56it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.78it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.06it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.40it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.86it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.27it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.76it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.66it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.29it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.99it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.67it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.76it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.48it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.77it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.52it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.81it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.57it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.04it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.84it/s, v_num=ld_2, val_loss=0.618, train_loss=0.248]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.51it/s, v_num=ld_2, val_loss=0.808, train_loss=0.248]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.15it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 65:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:   9%|โ–‰         | 1/11 [00:00<00:00, 100.10it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:   9%|โ–‰         | 1/11 [00:00<00:00, 98.07it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.24it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.20it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.52it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.76it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.09it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.56it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.38it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.96it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.64it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.25it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.65it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.34it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.51it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.24it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.56it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.32it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.58it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.35it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.79it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.59it/s, v_num=ld_2, val_loss=0.808, train_loss=0.313]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.06it/s, v_num=ld_2, val_loss=0.878, train_loss=0.313]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.70it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 66:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:   9%|โ–‰         | 1/11 [00:00<00:00, 101.56it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:   9%|โ–‰         | 1/11 [00:00<00:00, 99.29it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.42it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.30it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.15it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.46it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.40it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.88it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.47it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.05it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.59it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.24it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.34it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.00it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.39it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.03it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.91it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  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=0.878, train_loss=0.509]
Epoch 67:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.74it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.53it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.94it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.75it/s, v_num=ld_2, val_loss=0.878, train_loss=0.509]
Epoch 67: 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=0.874, train_loss=0.509]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.22it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 67:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:   9%|โ–‰         | 1/11 [00:00<00:00, 99.14it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:   9%|โ–‰         | 1/11 [00:00<00:00, 97.17it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.90it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.92it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.50it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.84it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.75it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.25it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.81it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.36it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.66it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.33it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.81it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.52it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.55it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.30it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.29it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.03it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.08it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 97.89it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.05it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.87it/s, v_num=ld_2, val_loss=0.874, train_loss=0.576]
Epoch 68: 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=0.649, train_loss=0.576]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.10it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 68:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:   9%|โ–‰         | 1/11 [00:00<00:00, 91.62it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:   9%|โ–‰         | 1/11 [00:00<00:00, 89.92it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.81it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.85it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.29it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.72it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.78it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.34it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.11it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.72it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.18it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.88it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.86it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.60it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.92it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.70it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.09it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.87it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.30it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.11it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.69it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.53it/s, v_num=ld_2, val_loss=0.649, train_loss=0.480]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.91it/s, v_num=ld_2, val_loss=0.945, train_loss=0.480]
Epoch 69: 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=0.945, train_loss=0.390]
Epoch 69:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:   9%|โ–‰         | 1/11 [00:00<00:00, 95.66it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:   9%|โ–‰         | 1/11 [00:00<00:00, 93.83it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.95it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.06it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.53it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.94it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.87it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.19it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.35it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.95it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.79it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.49it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.93it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.66it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.92it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.69it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.84it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.61it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.96it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.78it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.36it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.20it/s, v_num=ld_2, val_loss=0.945, train_loss=0.390]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.49it/s, v_num=ld_2, val_loss=0.687, train_loss=0.390]
Epoch 70: 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=0.687, train_loss=0.344]
Epoch 70:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:   9%|โ–‰         | 1/11 [00:00<00:00, 96.37it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:   9%|โ–‰         | 1/11 [00:00<00:00, 94.53it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.55it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.55it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.09it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.48it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.06it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.61it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.76it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.40it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.55it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.21it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.41it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.14it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.16it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.94it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.34it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.14it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.38it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.19it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.39it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.22it/s, v_num=ld_2, val_loss=0.687, train_loss=0.344]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.64it/s, v_num=ld_2, val_loss=0.678, train_loss=0.344]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.31it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 71:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:   9%|โ–‰         | 1/11 [00:00<00:00, 87.95it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:   9%|โ–‰         | 1/11 [00:00<00:00, 86.39it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.57it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.75it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.39it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.47it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.74it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.28it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.61it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.24it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.72it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.40it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.63it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.36it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:  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=0.678, train_loss=0.315]
Epoch 72:  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=0.678, train_loss=0.315]
Epoch 72:  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=0.678, train_loss=0.315]
Epoch 72:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.27it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72:  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=0.678, train_loss=0.315]
Epoch 72:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.16it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.55it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.40it/s, v_num=ld_2, val_loss=0.678, train_loss=0.315]
Epoch 72: 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=0.728, train_loss=0.315]
Epoch 72: 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=0.728, train_loss=0.295]
Epoch 72:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:   9%|โ–‰         | 1/11 [00:00<00:00, 89.40it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:   9%|โ–‰         | 1/11 [00:00<00:00, 87.64it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.97it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.15it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.62it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.06it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.25it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.79it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.22it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.84it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.20it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.91it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.57it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.31it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.64it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:  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=0.728, train_loss=0.295]
Epoch 73:  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=0.728, train_loss=0.295]
Epoch 73:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.77it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.91it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.73it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.23it/s, v_num=ld_2, val_loss=0.728, train_loss=0.295]
Epoch 73: 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=0.728, train_loss=0.295]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.02it/s, v_num=ld_2, val_loss=0.710, train_loss=0.295]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.74it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 73:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:   9%|โ–‰         | 1/11 [00:00<00:00, 93.22it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:   9%|โ–‰         | 1/11 [00:00<00:00, 91.24it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.75it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.80it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.25it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.63it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.34it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.90it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.47it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.12it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.59it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.27it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.62it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.37it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.35it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.13it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.38it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.19it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.58it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.40it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.54it/s, v_num=ld_2, val_loss=0.710, train_loss=0.261]
Epoch 74: 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=0.710, train_loss=0.261]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.13it/s, v_num=ld_2, val_loss=0.727, train_loss=0.261]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.83it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 74:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:   9%|โ–‰         | 1/11 [00:00<00:00, 91.12it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:   9%|โ–‰         | 1/11 [00:00<00:00, 89.31it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.00it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.07it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.38it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.82it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.66it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.23it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.77it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 91.43it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.86it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.57it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.79it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.54it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.68it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.46it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.67it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  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=0.727, train_loss=0.238]
Epoch 75:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.50it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.33it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 91.74it/s, v_num=ld_2, val_loss=0.727, train_loss=0.238]
Epoch 75: 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=0.727, train_loss=0.238]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.53it/s, v_num=ld_2, val_loss=0.832, train_loss=0.238]
Epoch 75: 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=0.832, train_loss=0.255]
Epoch 75:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:   9%|โ–‰         | 1/11 [00:00<00:00, 91.49it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:   9%|โ–‰         | 1/11 [00:00<00:00, 89.83it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.56it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.70it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.61it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.05it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.93it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.51it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.96it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.62it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.02it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.73it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.11it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.87it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.04it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  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=0.832, train_loss=0.255]
Epoch 76:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.05it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.86it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.11it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.94it/s, v_num=ld_2, val_loss=0.832, train_loss=0.255]
Epoch 76: 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=0.832, train_loss=0.255]
Epoch 76: 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=0.832, train_loss=0.255]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.33it/s, v_num=ld_2, val_loss=0.629, train_loss=0.255]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.05it/s, v_num=ld_2, val_loss=0.629, train_loss=0.291]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.64it/s, v_num=ld_2, val_loss=0.629, train_loss=0.291]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9804935455322266
      Accuracy_val          0.8373494148254395
        val_loss            0.6287740468978882
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 68.23it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 67.20it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.39it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.74it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.73it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.33it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.71it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.40it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.94it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.66it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.17it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.96it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.03it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.84it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.51it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.33it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.10it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.95it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.54it/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, 85.18it/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, 84.99it/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, 74.05it/s, v_num=ld_0, val_loss=7.070]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.73it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 85.79it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 84.12it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.08it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.23it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.86it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.27it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.79it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.39it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.01it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.69it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.11it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.84it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.89it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.63it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.03it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:  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=7.070, train_loss=560.0]
Epoch 1:  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=7.070, train_loss=560.0]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.90it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.12it/s, v_num=ld_0, val_loss=7.070, train_loss=560.0]
Epoch 1:  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=7.070, train_loss=560.0]
Epoch 1: 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=7.070, train_loss=560.0]
Epoch 1: 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=7.070, train_loss=560.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.77it/s, v_num=ld_0, val_loss=2.990, train_loss=560.0]
Epoch 1: 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=2.990, train_loss=6.460]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 88.58it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 87.02it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.92it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.05it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.29it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.78it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.00it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.58it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.65it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.31it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.03it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.77it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.05it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.82it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  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=2.990, train_loss=6.460]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.26it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.58it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.40it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.75it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.59it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2: 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=2.990, train_loss=6.460]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.99it/s, v_num=ld_0, val_loss=2.990, train_loss=6.460]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.56it/s, v_num=ld_0, val_loss=2.510, train_loss=6.460]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.22it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 89.82it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 88.22it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.90it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.11it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.68it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.14it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.19it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.77it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.69it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.36it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.95it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.67it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.63it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
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=2.510, train_loss=2.940]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.72it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.51it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:  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=2.510, train_loss=2.940]
Epoch 3:  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=2.510, train_loss=2.940]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.62it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.46it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3: 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=2.510, train_loss=2.940]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.82it/s, v_num=ld_0, val_loss=2.510, train_loss=2.940]
Epoch 3: 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=2.500, train_loss=2.940]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.81it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 85.71it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 84.23it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.64it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.88it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.20it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.67it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.92it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.51it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.29it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.96it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.91it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.64it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.96it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.73it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.36it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.16it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.06it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.88it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.05it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.89it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.51it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.37it/s, v_num=ld_0, val_loss=2.500, train_loss=2.650]
Epoch 4: 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=2.500, train_loss=2.650]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.35it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 89.95it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 88.11it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.77it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.98it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.31it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.77it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.80it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.36it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.59it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.28it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.28it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.02it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.76it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.53it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.15it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:  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=2.500, train_loss=2.290]
Epoch 5:  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=2.500, train_loss=2.290]
Epoch 5:  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=2.500, train_loss=2.290]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.34it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.16it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.71it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.57it/s, v_num=ld_0, val_loss=2.500, train_loss=2.290]
Epoch 5: 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=2.410, train_loss=2.290]
Epoch 5: 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=2.410, train_loss=2.130]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 90.23it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 88.59it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.84it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.90it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.95it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.41it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.30it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.89it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.37it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.04it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.42it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.15it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.21it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.95it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.88it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.64it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.81it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  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=2.410, train_loss=2.130]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.93it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.75it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.39it/s, v_num=ld_0, val_loss=2.410, train_loss=2.130]
Epoch 6: 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=2.410, train_loss=2.130]
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_0, val_loss=2.430, train_loss=2.130]
Epoch 6: 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=2.430, train_loss=2.030]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 87.84it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 86.31it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.70it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.95it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.53it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.98it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.84it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.45it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.27it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.97it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.48it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.22it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.80it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.58it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.81it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.62it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.03it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.86it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.96it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7:  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=2.430, train_loss=2.030]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.32it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.17it/s, v_num=ld_0, val_loss=2.430, train_loss=2.030]
Epoch 7: 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=2.500, train_loss=2.030]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.47it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 87.59it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 85.90it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.57it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.75it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.15it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.58it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.51it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.12it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.76it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.45it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.01it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.75it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.06it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.81it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.19it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.99it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.49it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  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=2.500, train_loss=1.930]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.64it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.48it/s, v_num=ld_0, val_loss=2.500, train_loss=1.930]
Epoch 8: 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=2.500, train_loss=1.930]
Epoch 8: 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=2.500, train_loss=1.930]
Epoch 8: 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=2.520, train_loss=1.930]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.22it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 89.95it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 88.34it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.07it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.20it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.38it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.83it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.53it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.11it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.67it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.34it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.92it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.64it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.60it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.36it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.76it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.54it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.87it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.69it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.96it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9:  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=2.520, train_loss=1.890]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.98it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.83it/s, v_num=ld_0, val_loss=2.520, train_loss=1.890]
Epoch 9: 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=2.530, train_loss=1.890]
Epoch 9: 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=2.530, train_loss=1.780]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 90.45it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 88.53it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.99it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.20it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.73it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.19it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.78it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.37it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.81it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.48it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.97it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.70it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.66it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.39it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.88it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.67it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.94it/s, v_num=ld_0, val_loss=2.530, train_loss=1.780]
Epoch 10:  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=2.530, train_loss=1.780]
Epoch 10:  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=2.530, train_loss=1.780]
Epoch 10:  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=2.530, train_loss=1.780]
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_0, val_loss=2.530, train_loss=1.780]
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_0, val_loss=2.530, train_loss=1.780]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.42it/s, v_num=ld_0, val_loss=2.560, train_loss=1.780]
Epoch 10: 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=2.560, train_loss=1.830]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 90.10it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 88.49it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.77it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.98it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.57it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.99it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.93it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.52it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.12it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.78it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.15it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.84it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.95it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.71it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.93it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.73it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 90.00it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.82it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.99it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11:  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=2.560, train_loss=1.830]
Epoch 11: 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=2.560, train_loss=1.830]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.18it/s, v_num=ld_0, val_loss=2.560, train_loss=1.830]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.42it/s, v_num=ld_0, val_loss=2.650, train_loss=1.830]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.07it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 88.26it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 86.59it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.47it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.70it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.58it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.02it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.86it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.46it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.67it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.35it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.08it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.81it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.83it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.60it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.12it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.89it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.49it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.31it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.76it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.61it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.36it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.21it/s, v_num=ld_0, val_loss=2.650, train_loss=1.740]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.42it/s, v_num=ld_0, val_loss=2.720, train_loss=1.740]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.08it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 89.59it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 87.99it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.83it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.97it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.82it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.21it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.87it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.46it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.33it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.00it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.51it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.24it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.37it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.14it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.44it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.24it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.41it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.21it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.32it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.16it/s, v_num=ld_0, val_loss=2.720, train_loss=1.720]
Epoch 13: 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=2.720, train_loss=1.720]
Epoch 13: 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=2.720, train_loss=1.720]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.78it/s, v_num=ld_0, val_loss=2.920, train_loss=1.720]
Epoch 13: 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=2.920, train_loss=1.560]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 88.44it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 86.88it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.42it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.64it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.91it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.30it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.23it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.83it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.72it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.39it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.99it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.72it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.38it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.14it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.47it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.27it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  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=2.920, train_loss=1.560]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.41it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.74it/s, v_num=ld_0, val_loss=2.920, train_loss=1.560]
Epoch 14:  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=2.920, train_loss=1.560]
Epoch 14: 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=2.920, train_loss=1.560]
Epoch 14: 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=2.920, train_loss=1.560]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.84it/s, v_num=ld_0, val_loss=3.090, train_loss=1.560]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.50it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 87.88it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 86.16it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.58it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.81it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.30it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.72it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.64it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.25it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.11it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.79it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.19it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.93it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.10it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.85it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.49it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.27it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.59it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.41it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.79it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.63it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.09it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.92it/s, v_num=ld_0, val_loss=3.090, train_loss=1.550]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.34it/s, v_num=ld_0, val_loss=3.170, train_loss=1.550]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.00it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 89.24it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 87.66it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.48it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.68it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.29it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.76it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.53it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.13it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.76it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.43it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.84it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.57it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.57it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.34it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.67it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  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=3.170, train_loss=1.470]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.76it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.57it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.86it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16:  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=3.170, train_loss=1.470]
Epoch 16: 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=3.170, train_loss=1.470]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.07it/s, v_num=ld_0, val_loss=3.170, train_loss=1.470]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.29it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.95it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 91.09it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 89.43it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.05it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.25it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.64it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.09it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.69it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.26it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.05it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.67it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.15it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.84it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.75it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.52it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:  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=3.370, train_loss=1.470]
Epoch 17:  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=3.370, train_loss=1.470]
Epoch 17:  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=3.370, train_loss=1.470]
Epoch 17:  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=3.370, train_loss=1.470]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.08it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.90it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17: 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=3.370, train_loss=1.470]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.16it/s, v_num=ld_0, val_loss=3.370, train_loss=1.470]
Epoch 17: 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=3.070, train_loss=1.470]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.07it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 83.30it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 81.89it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.92it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.12it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.69it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.17it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.61it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.22it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.70it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.39it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.70it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.32it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.27it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.05it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.59it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  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=3.070, train_loss=1.590]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.70it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.51it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.89it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.73it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.20it/s, v_num=ld_0, val_loss=3.070, train_loss=1.590]
Epoch 18: 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=3.070, train_loss=1.590]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.69it/s, v_num=ld_0, val_loss=3.050, train_loss=1.590]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.37it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 89.12it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 87.35it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.77it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.98it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.47it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.93it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.60it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.20it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.71it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.40it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.67it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.41it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.45it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.22it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.88it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.68it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.23it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  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=3.050, train_loss=1.400]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.24it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.06it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.67it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.53it/s, v_num=ld_0, val_loss=3.050, train_loss=1.400]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.09it/s, v_num=ld_0, val_loss=3.230, train_loss=1.400]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.76it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 90.28it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 88.66it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.04it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.26it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.51it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.96it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.70it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.27it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.81it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.43it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.82it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.54it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.53it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.29it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.67it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.43it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.76it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  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=3.230, train_loss=1.430]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.75it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.59it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.01it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.86it/s, v_num=ld_0, val_loss=3.230, train_loss=1.430]
Epoch 20: 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=3.490, train_loss=1.430]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.50it/s, v_num=ld_0, val_loss=3.490, train_loss=1.310]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.11it/s, v_num=ld_0, val_loss=3.490, train_loss=1.310]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.6418486833572388
      Accuracy_val          0.23952095210552216
        val_loss            3.4931421279907227
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 47.01it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 46.31it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 50.75it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 50.34it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.91it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.65it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.45it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.29it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.90it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.75it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.98it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.85it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.46it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.35it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.01it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 66.89it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.83it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.73it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.36it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.27it/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, 71.90it/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, 71.81it/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, 63.84it/s, v_num=ld_1, val_loss=2.500]
Epoch 0: 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=2.500, train_loss=159.0]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 84.70it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 83.17it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.15it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.38it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.61it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.04it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.02it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.63it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.40it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.08it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.62it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.31it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.48it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.25it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.65it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.45it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.86it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.08it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.91it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.54it/s, v_num=ld_1, val_loss=2.500, train_loss=159.0]
Epoch 1: 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=2.500, train_loss=159.0]
Epoch 1: 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=2.300, train_loss=159.0]
Epoch 1: 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=2.300, train_loss=2.290]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 88.69it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 87.12it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.03it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.23it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.52it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.99it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.88it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.44it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.38it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.02it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.55it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.25it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.19it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.96it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  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=2.300, train_loss=2.290]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.92it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.17it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.99it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.22it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.04it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2: 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=2.300, train_loss=2.290]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.28it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.74it/s, v_num=ld_1, val_loss=2.300, train_loss=2.290]
Epoch 2: 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=2.300, train_loss=2.300]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 87.95it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 86.21it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.07it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.30it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.83it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.31it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.22it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.79it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.58it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.26it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.75it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.48it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.58it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.35it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:  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=2.300, train_loss=2.300]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.50it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:  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=2.300, train_loss=2.300]
Epoch 3:  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=2.300, train_loss=2.300]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.69it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.52it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3: 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=2.300, train_loss=2.300]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.81it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3: 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=2.300, train_loss=2.300]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.77it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 86.46it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 84.96it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.06it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.32it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.35it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.85it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.85it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.47it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.61it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.31it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.09it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.83it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.13it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.88it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.58it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.36it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.76it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.58it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:  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=2.300, train_loss=2.300]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.84it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4: 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=2.300, train_loss=2.300]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.24it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.45it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.11it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 87.84it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 86.29it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.10it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.33it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.07it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.61it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.17it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.00it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.65it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.04it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.78it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.89it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.66it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  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=2.300, train_loss=2.300]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.83it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.00it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.81it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.09it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5:  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=2.300, train_loss=2.300]
Epoch 5: 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=2.300, train_loss=2.300]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.29it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 5: 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=2.290, train_loss=2.300]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.44it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 89.35it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.29it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.50it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.53it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.99it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.75it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.29it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.62it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.26it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.92it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.62it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.22it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.96it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:  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=2.290, train_loss=2.290]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.05it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.34it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.16it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6:  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=2.290, train_loss=2.290]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.27it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.72it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.54it/s, v_num=ld_1, val_loss=2.290, train_loss=2.290]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.05it/s, v_num=ld_1, val_loss=2.260, train_loss=2.290]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.72it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 88.85it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 87.26it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.30it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.51it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.82it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.29it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.13it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.73it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.16it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.84it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.48it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.21it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.25it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.00it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
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=2.260, train_loss=2.270]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.96it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.31it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.13it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.33it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.16it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.66it/s, v_num=ld_1, val_loss=2.260, train_loss=2.270]
Epoch 7: 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=2.260, train_loss=2.270]
Epoch 7: 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=2.190, train_loss=2.270]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.48it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 88.78it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 87.19it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.65it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.79it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.99it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.40it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.67it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.25it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.55it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.22it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.80it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.52it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.43it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.21it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.64it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.44it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.73it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.56it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8:  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=2.190, train_loss=2.190]
Epoch 8:  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=2.190, train_loss=2.190]
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_1, val_loss=2.190, train_loss=2.190]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.08it/s, v_num=ld_1, val_loss=2.190, train_loss=2.190]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.40it/s, v_num=ld_1, val_loss=2.150, train_loss=2.190]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.06it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 86.69it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 85.18it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.80it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.89it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.63it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.11it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.06it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.67it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.87it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.56it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.19it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.93it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.00it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.77it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:  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=2.150, train_loss=2.140]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.06it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:  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=2.150, train_loss=2.140]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.32it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.64it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.49it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.16it/s, v_num=ld_1, val_loss=2.150, train_loss=2.140]
Epoch 9: 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=2.150, train_loss=2.140]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.72it/s, v_num=ld_1, val_loss=2.160, train_loss=2.140]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.38it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 82.95it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 81.49it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.01it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.26it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.31it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.80it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.66it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.27it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.84it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.50it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.53it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.14it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.80it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.54it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.49it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.25it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.23it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.03it/s, v_num=ld_1, val_loss=2.160, train_loss=2.100]
Epoch 10:  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=2.160, train_loss=2.100]
Epoch 10:  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=2.160, train_loss=2.100]
Epoch 10: 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=2.160, train_loss=2.100]
Epoch 10: 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=2.160, train_loss=2.100]
Epoch 10: 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=2.150, train_loss=2.100]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.65it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 85.45it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 83.83it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.41it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.67it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.57it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.01it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.47it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.09it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.55it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.24it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.36it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.10it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.04it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.82it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  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=2.150, train_loss=2.050]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.08it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.37it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.19it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.59it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.42it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.08it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.93it/s, v_num=ld_1, val_loss=2.150, train_loss=2.050]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.79it/s, v_num=ld_1, val_loss=2.110, train_loss=2.050]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.46it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 86.16it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 84.51it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.33it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.54it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.07it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.55it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.73it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.27it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.25it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.91it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.38it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.12it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.10it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.88it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.47it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.27it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  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=2.110, train_loss=2.020]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.44it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.87it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.69it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.25it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.10it/s, v_num=ld_1, val_loss=2.110, train_loss=2.020]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.21it/s, v_num=ld_1, val_loss=2.090, train_loss=2.020]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.86it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 81.58it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 79.96it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.81it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.06it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.21it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.69it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.36it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.94it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.61it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.24it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.86it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.56it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.75it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.52it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.33it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.15it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.78it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.60it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.21it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.07it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.75it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.62it/s, v_num=ld_1, val_loss=2.090, train_loss=2.000]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.74it/s, v_num=ld_1, val_loss=2.150, train_loss=2.000]
Epoch 13: 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=2.150, train_loss=1.940]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 86.73it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 85.12it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.26it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.48it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.99it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.20it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.91it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.52it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.43it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.04it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.69it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.41it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.55it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.32it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.90it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.68it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.13it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.95it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.36it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.20it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.89it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.74it/s, v_num=ld_1, val_loss=2.150, train_loss=1.940]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.52it/s, v_num=ld_1, val_loss=2.100, train_loss=1.940]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.18it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 88.94it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 87.35it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.02it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.14it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.75it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.22it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.34it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.94it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.57it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.24it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.78it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.50it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.63it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.37it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.90it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.66it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  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=2.100, train_loss=1.930]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.36it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.60it/s, v_num=ld_1, val_loss=2.100, train_loss=1.930]
Epoch 15:  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=2.100, train_loss=1.930]
Epoch 15: 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=2.100, train_loss=1.930]
Epoch 15: 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=2.100, train_loss=1.930]
Epoch 15: 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=2.260, train_loss=1.930]
Epoch 15: 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=2.260, train_loss=1.880]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 90.20it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 88.59it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.41it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.61it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.62it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.07it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.95it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.54it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.10it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.77it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.35it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.08it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.04it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.78it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.12it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16:  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=2.260, train_loss=1.880]
Epoch 16:  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=2.260, train_loss=1.880]
Epoch 16:  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=2.260, train_loss=1.880]
Epoch 16:  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=2.260, train_loss=1.880]
Epoch 16:  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=2.260, train_loss=1.880]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.00it/s, v_num=ld_1, val_loss=2.260, train_loss=1.880]
Epoch 16: 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=2.260, train_loss=1.880]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.90it/s, v_num=ld_1, val_loss=2.140, train_loss=1.880]
Epoch 16: 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=2.140, train_loss=1.820]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 86.59it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 84.94it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.22it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.39it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.36it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.76it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.95it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.55it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.50it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.18it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.88it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.61it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.45it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.22it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.66it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.44it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.83it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.63it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17:  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=2.140, train_loss=1.820]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.82it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17: 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=2.140, train_loss=1.820]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.25it/s, v_num=ld_1, val_loss=2.140, train_loss=1.820]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.43it/s, v_num=ld_1, val_loss=2.160, train_loss=1.820]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.02it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 87.69it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 86.15it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.85it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.09it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.13it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.60it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.62it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.23it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.07it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.74it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.35it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.08it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.96it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.71it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.22it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:  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=2.160, train_loss=1.740]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.31it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.11it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.87it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
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_1, val_loss=2.160, train_loss=1.740]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.07it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.92it/s, v_num=ld_1, val_loss=2.160, train_loss=1.740]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.43it/s, v_num=ld_1, val_loss=2.330, train_loss=1.740]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.10it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 89.96it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 88.14it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.05it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.17it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.22it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.68it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.65it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.23it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.92it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.59it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.12it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.84it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.79it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
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=2.330, train_loss=1.700]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.77it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:  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=2.330, train_loss=1.700]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.73it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.54it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19:  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=2.330, train_loss=1.700]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.52it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.98it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.82it/s, v_num=ld_1, val_loss=2.330, train_loss=1.700]
Epoch 19: 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=2.180, train_loss=1.700]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.57it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 87.29it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 85.76it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.70it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.86it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.43it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.91it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.98it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.59it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.40it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.09it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.72it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.45it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.64it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.38it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.89it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  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=2.180, train_loss=1.660]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.84it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.66it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.98it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20:  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=2.180, train_loss=1.660]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.37it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.21it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.62it/s, v_num=ld_1, val_loss=2.180, train_loss=1.660]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.28it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 90.32it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 88.52it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.05it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.25it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.15it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.60it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 90.34it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.93it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.51it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.18it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.42it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.14it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 90.09it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.86it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:  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=2.180, train_loss=1.570]
Epoch 21:  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=2.180, train_loss=1.570]
Epoch 21:  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=2.180, train_loss=1.570]
Epoch 21:  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=2.180, train_loss=1.570]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.35it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 90.19it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21: 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=2.180, train_loss=1.570]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.55it/s, v_num=ld_1, val_loss=2.180, train_loss=1.570]
Epoch 21: 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=2.240, train_loss=1.570]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.32it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 89.97it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 88.29it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.95it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.12it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.29it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.69it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.54it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.12it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.61it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.28it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.64it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.36it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.14it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.89it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.29it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.08it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.41it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.23it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22:  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=2.240, train_loss=1.520]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.25it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.94it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.79it/s, v_num=ld_1, val_loss=2.240, train_loss=1.520]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.23it/s, v_num=ld_1, val_loss=2.710, train_loss=1.520]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.89it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 89.36it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 87.53it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.67it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.87it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.36it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.82it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.88it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.49it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.35it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.03it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.57it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.29it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.25it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.02it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:  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=2.710, train_loss=1.440]
Epoch 23:  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=2.710, train_loss=1.440]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.39it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.21it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.38it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23:  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=2.710, train_loss=1.440]
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_1, val_loss=2.710, train_loss=1.440]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.59it/s, v_num=ld_1, val_loss=2.710, train_loss=1.440]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.46it/s, v_num=ld_1, val_loss=2.300, train_loss=1.440]
Epoch 23: 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=2.300, train_loss=1.390]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 88.38it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 86.76it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.60it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.81it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.95it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.17it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.43it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.03it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.34it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.03it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.83it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.57it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.21it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.99it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.39it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.19it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.69it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.51it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.84it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.68it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.13it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.99it/s, v_num=ld_1, val_loss=2.300, train_loss=1.390]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.63it/s, v_num=ld_1, val_loss=2.680, train_loss=1.390]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.27it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 86.83it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 85.30it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.79it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.05it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.51it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.93it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.88it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.50it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.91it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.58it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.32it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.07it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.52it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.30it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  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=2.680, train_loss=1.270]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.50it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.21it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.02it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.55it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.38it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25: 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=2.680, train_loss=1.270]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.95it/s, v_num=ld_1, val_loss=2.680, train_loss=1.270]
Epoch 25: 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=3.030, train_loss=1.270]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.34it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 84.23it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 82.80it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.75it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.99it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.76it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.20it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.39it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.98it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.61it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.26it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.90it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.60it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.90it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.67it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  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=3.030, train_loss=1.220]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.45it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.74it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.56it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.78it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26:  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=3.030, train_loss=1.220]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.05it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.91it/s, v_num=ld_1, val_loss=3.030, train_loss=1.220]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.25it/s, v_num=ld_1, val_loss=2.760, train_loss=1.220]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.92it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 85.93it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 83.82it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.31it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.57it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 64.05it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 63.58it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.88it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 62.68it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.62it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 66.44it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.28it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.11it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.12it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.97it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.82it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.65it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:  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=2.760, train_loss=1.210]
Epoch 27:  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=2.760, train_loss=1.210]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.79it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.67it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.95it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.83it/s, v_num=ld_1, val_loss=2.760, train_loss=1.210]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.15it/s, v_num=ld_1, val_loss=2.810, train_loss=1.210]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.87it/s, v_num=ld_1, val_loss=2.810, train_loss=1.090]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.58it/s, v_num=ld_1, val_loss=2.810, train_loss=1.090]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.7690033316612244
      Accuracy_val          0.3652694523334503
        val_loss             2.814504861831665
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 47.45it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 46.78it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.10it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 51.68it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.31it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.03it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.32it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.16it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.65it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 60.49it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.36it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 63.23it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.80it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.69it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.02it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.90it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.83it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.72it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.21it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.10it/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, 72.70it/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, 72.61it/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, 64.54it/s, v_num=ld_2, val_loss=2.680]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.30it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 85.96it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 84.30it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.14it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.38it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.76it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.25it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.83it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.45it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.40it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.06it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.90it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.64it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.19it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.96it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.12it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.92it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.73it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.55it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.82it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.63it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.21it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.05it/s, v_num=ld_2, val_loss=2.680, train_loss=1.19e+3]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.12it/s, v_num=ld_2, val_loss=2.290, train_loss=1.19e+3]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.78it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 84.62it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 83.03it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.22it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.47it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.06it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.49it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.74it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.36it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.25it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.94it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.68it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.23it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.01it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.44it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.23it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.06it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.07it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.90it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.18it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.56it/s, v_num=ld_2, val_loss=2.290, train_loss=2.810]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.22it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 87.69it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 86.16it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.07it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.21it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.53it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.99it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.04it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.64it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.57it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.25it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.76it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.48it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.82it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.50it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.35it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.14it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  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=2.290, train_loss=2.340]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.37it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.62it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.46it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.98it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.83it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.46it/s, v_num=ld_2, val_loss=2.290, train_loss=2.340]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.11it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 86.03it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 84.40it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.98it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.20it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.53it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.95it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.93it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.55it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.50it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.18it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.91it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.65it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
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=2.290, train_loss=2.300]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.89it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.43it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.21it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.31it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.14it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.38it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.22it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.70it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.55it/s, v_num=ld_2, val_loss=2.290, train_loss=2.300]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.14it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.80it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 88.80it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 87.23it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.12it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.32it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.40it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.86it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.05it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.65it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.23it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.91it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.23it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.96it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.04it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.77it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:  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=2.300, train_loss=2.300]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.74it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.72it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:  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=2.300, train_loss=2.300]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.84it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.68it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.17it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5: 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=2.300, train_loss=2.300]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.56it/s, v_num=ld_2, val_loss=2.300, train_loss=2.300]
Epoch 5: 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=2.300, train_loss=2.290]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 88.75it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 87.18it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.06it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.26it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.44it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.88it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.95it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.55it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.06it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.73it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.28it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.00it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.26it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.03it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.34it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.11it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.09it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  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=2.300, train_loss=2.290]
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_2, val_loss=2.300, train_loss=2.290]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.87it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6: 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=2.300, train_loss=2.290]
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_2, val_loss=2.300, train_loss=2.290]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.45it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.11it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 88.27it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 86.56it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.35it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.47it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.54it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.99it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.64it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.97it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.63it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.01it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.71it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.10it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.87it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:  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=2.300, train_loss=2.290]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.00it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7:  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=2.300, train_loss=2.290]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.73it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
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_2, val_loss=2.300, train_loss=2.290]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.79it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7: 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=2.300, train_loss=2.290]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.20it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.48it/s, v_num=ld_2, val_loss=2.300, train_loss=2.290]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.14it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 89.64it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 87.82it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.59it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.79it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.89it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.42it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.01it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.71it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.38it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.67it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.39it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.77it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.53it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.95it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.73it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  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=2.300, train_loss=2.280]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.70it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.63it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.46it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.83it/s, v_num=ld_2, val_loss=2.300, train_loss=2.280]
Epoch 8: 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=2.300, train_loss=2.280]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.95it/s, v_num=ld_2, val_loss=2.290, train_loss=2.280]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.59it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 83.64it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 82.08it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.24it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.54it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.17it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.66it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.69it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.29it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.23it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.93it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.89it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.63it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.26it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.04it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.51it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.32it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.37it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.20it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.65it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.49it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.28it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.15it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.96it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.64it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 87.32it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 85.79it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.39it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.54it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.25it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.68it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.94it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.56it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.14it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.83it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.51it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.25it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.56it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.02it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.80it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.99it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.81it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.28it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.12it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.74it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.60it/s, v_num=ld_2, val_loss=2.290, train_loss=2.270]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.12it/s, v_num=ld_2, val_loss=2.280, train_loss=2.270]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.78it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 86.67it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 85.17it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.84it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.06it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.52it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.97it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.98it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.59it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.44it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.12it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.57it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.30it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.29it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.06it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.22it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.00it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.35it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.13it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.82it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.64it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11: 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=2.280, train_loss=2.260]
Epoch 11: 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=2.280, train_loss=2.260]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.16it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.83it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 82.79it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 81.39it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.40it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.69it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.39it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.90it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.27it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.91it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.57it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.25it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.98it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.74it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.24it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.03it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.51it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.32it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.14it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.97it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.52it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.37it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.99it/s, v_num=ld_2, val_loss=2.280, train_loss=2.260]
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_2, val_loss=2.280, train_loss=2.260]
Epoch 12: 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=2.290, train_loss=2.260]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.50it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 86.77it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.61it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.81it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.32it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.72it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.52it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.12it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.83it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.51it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.03it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.76it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.36it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.12it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:  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=2.290, train_loss=2.250]
Epoch 13:  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=2.290, train_loss=2.250]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.95it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.77it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.99it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.82it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.31it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.17it/s, v_num=ld_2, val_loss=2.290, train_loss=2.250]
Epoch 13: 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=2.310, train_loss=2.250]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.21it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 88.84it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 87.28it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.84it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.04it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.62it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.02it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.84it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.43it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.14it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.82it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.14it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.87it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.10it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.46it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.26it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.14it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.96it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.23it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14:  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=2.310, train_loss=2.250]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.50it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.35it/s, v_num=ld_2, val_loss=2.310, train_loss=2.250]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.97it/s, v_num=ld_2, val_loss=2.320, train_loss=2.250]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.64it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 90.46it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 88.82it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.63it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.83it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.15it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.50it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.17it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.76it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.27it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.95it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.49it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.22it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.38it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.15it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.33it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.11it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  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=2.320, train_loss=2.240]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.74it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.91it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.74it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.36it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.21it/s, v_num=ld_2, val_loss=2.320, train_loss=2.240]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.60it/s, v_num=ld_2, val_loss=2.290, train_loss=2.240]
Epoch 15: 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=2.290, train_loss=2.860]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 88.21it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 86.64it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.79it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.93it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.39it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.21it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.82it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.19it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.87it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.40it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.04it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.81it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.95it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.76it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.48it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.31it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.50it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.00it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.86it/s, v_num=ld_2, val_loss=2.290, train_loss=2.860]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.58it/s, v_num=ld_2, val_loss=2.280, train_loss=2.860]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.23it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 85.41it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 83.75it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.21it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.41it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.40it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.84it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.72it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.26it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.83it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.42it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.33it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.08it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.91it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.68it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.08it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.89it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.24it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.07it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.56it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.41it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.18it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=2.280, train_loss=2.220]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.96it/s, v_num=ld_2, val_loss=2.660, train_loss=2.220]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.63it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 89.61it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 88.03it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.87it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.05it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.30it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.70it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.80it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.35it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.84it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.48it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.86it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.59it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.89it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.65it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.76it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.56it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.49it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.29it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.43it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 89.27it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18: 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=2.660, train_loss=2.210]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.69it/s, v_num=ld_2, val_loss=2.660, train_loss=2.210]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.97it/s, v_num=ld_2, val_loss=2.910, train_loss=2.210]
Epoch 18: 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=2.910, train_loss=2.110]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 89.23it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 87.48it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.35it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.53it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.64it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.08it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.94it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.52it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.60it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.27it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.55it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.27it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.66it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.42it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.82it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  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=2.910, train_loss=2.110]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.52it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.60it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.43it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.89it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.74it/s, v_num=ld_2, val_loss=2.910, train_loss=2.110]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.13it/s, v_num=ld_2, val_loss=3.040, train_loss=2.110]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.80it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 88.03it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 86.32it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.19it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.41it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.49it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.89it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.14it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.71it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.75it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.40it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.95it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.66it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.04it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.81it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:  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=3.040, train_loss=2.190]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 89.07it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 89.12it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.94it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20:  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=3.040, train_loss=2.190]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.93it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.40it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.26it/s, v_num=ld_2, val_loss=3.040, train_loss=2.190]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.65it/s, v_num=ld_2, val_loss=3.200, train_loss=2.190]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.32it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 89.73it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 88.11it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.97it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.16it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 89.35it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.74it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 89.28it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.88it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.48it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.15it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.60it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 89.33it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.76it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 89.52it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.85it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.65it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.52it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21:  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=3.200, train_loss=2.060]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.54it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21: 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=3.200, train_loss=2.060]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.70it/s, v_num=ld_2, val_loss=3.200, train_loss=2.060]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.27it/s, v_num=ld_2, val_loss=3.620, train_loss=2.060]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.92it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 88.53it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 86.94it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.91it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.09it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 14.11it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 14.09it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 17.77it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 17.75it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 21.13it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 21.11it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 24.21it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 24.18it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 26.99it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 26.97it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 29.53it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 29.50it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 31.88it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 31.86it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 34.07it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 34.04it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 36.09it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 36.06it/s, v_num=ld_2, val_loss=3.620, train_loss=2.000]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 33.96it/s, v_num=ld_2, val_loss=4.390, train_loss=2.000]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 33.89it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 86.70it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 85.21it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.82it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.04it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 88.27it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.74it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.60it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.20it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.88it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.55it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 88.01it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.74it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.37it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.14it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.44it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.24it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.53it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.33it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23:  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=4.390, train_loss=1.940]
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_2, val_loss=4.390, train_loss=1.940]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.69it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.54it/s, v_num=ld_2, val_loss=4.390, train_loss=1.940]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 77.01it/s, v_num=ld_2, val_loss=6.300, train_loss=1.940]
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_2, val_loss=6.300, train_loss=1.830]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 89.02it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 87.42it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.96it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 88.08it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.66it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.13it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.73it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.35it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.82it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.48it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.48it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.20it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.55it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.33it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.20it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 86.00it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.37it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.20it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.34it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.19it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24: 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=6.300, train_loss=1.830]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.47it/s, v_num=ld_2, val_loss=6.300, train_loss=1.830]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.21it/s, v_num=ld_2, val_loss=10.90, train_loss=1.830]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.79it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 87.78it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 86.23it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.05it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.08it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.64it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.13it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.89it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.50it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.39it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.08it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.00it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.73it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.10it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.88it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.42it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 87.22it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.77it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.60it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.07it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 87.89it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.18it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.02it/s, v_num=ld_2, val_loss=10.90, train_loss=1.740]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.58it/s, v_num=ld_2, val_loss=9.430, train_loss=1.740]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.22it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 87.28it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 85.74it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.88it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 87.02it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.41it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.45it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 87.00it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.70it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 87.38it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.90it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 87.64it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 88.05it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 87.82it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.22it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 88.02it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 88.13it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 87.94it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.23it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 88.07it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.58it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.44it/s, v_num=ld_2, val_loss=9.430, train_loss=1.810]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.83it/s, v_num=ld_2, val_loss=9.490, train_loss=1.810]
Epoch 26: 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=9.490, train_loss=1.710]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 76.14it/s, v_num=ld_2, val_loss=9.490, train_loss=1.710]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.6932289004325867
      Accuracy_val          0.20481927692890167
        val_loss             9.488497734069824
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 62.22it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 61.34it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.63it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.11it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.98it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.64it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.25it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [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, 68.97it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.79it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.80it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.64it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.94it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [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, 70.51it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.40it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.97it/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:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.29it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.19it/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, 71.52it/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, 71.42it/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, 61.45it/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, 61.24it/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, 72.49it/s, v_num=ld_0, val_loss=1.950, train_loss=2.190]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 71.42it/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, 72.75it/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, 72.20it/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, 72.44it/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, 72.04it/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, 72.72it/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, 72.43it/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, 72.88it/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, 72.66it/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, 72.90it/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, 72.72it/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, 73.06it/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, 72.90it/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, 72.66it/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, 72.49it/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, 72.79it/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, 72.66it/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, 72.90it/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, 72.77it/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, 73.12it/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, 73.02it/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, 63.10it/s, v_num=ld_0, val_loss=1.760, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.89it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 71.10it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 70.06it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.82it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.29it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.71it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.34it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.12it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.84it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.57it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.34it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.90it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.70it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.35it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.17it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  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=1.760, train_loss=1.550]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.65it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.09it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.97it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.41it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.31it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.42it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.31it/s, v_num=ld_0, val_loss=1.760, train_loss=1.550]
Epoch 2: 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=1.320, train_loss=1.550]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.59it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 71.94it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 70.89it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.36it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.82it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.58it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.18it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.98it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.68it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.21it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.98it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.54it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.35it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.60it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.44it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.68it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.54it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:  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=1.320, train_loss=0.909]
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=0.909]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.41it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.30it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.76it/s, v_num=ld_0, val_loss=1.320, train_loss=0.909]
Epoch 3: 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=1.320, train_loss=0.909]
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_0, val_loss=1.440, train_loss=0.909]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.68it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 72.31it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 71.26it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.36it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.63it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.69it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.33it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.85it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.57it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.93it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.71it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.74it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.55it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.17it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
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=1.440, train_loss=0.582]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.24it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.11it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.45it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
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=1.440, train_loss=0.582]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.48it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.37it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.81it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.70it/s, v_num=ld_0, val_loss=1.440, train_loss=0.582]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.84it/s, v_num=ld_0, val_loss=1.250, train_loss=0.582]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.61it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 67.76it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 66.82it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.79it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.28it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.22it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.88it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.16it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.75it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.06it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.86it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.58it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.39it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.81it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.67it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.97it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.85it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.07it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.96it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5:  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=1.250, train_loss=0.415]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.24it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.53it/s, v_num=ld_0, val_loss=1.250, train_loss=0.415]
Epoch 5: 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=1.250, train_loss=0.415]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.10it/s, v_num=ld_0, val_loss=1.020, train_loss=0.415]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.79it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 69.87it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 68.77it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.28it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.76it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.35it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.01it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.42it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.13it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.47it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.26it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.89it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.71it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.08it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.92it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.28it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.12it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.80it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.61it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.64it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6:  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=1.020, train_loss=0.375]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.90it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.78it/s, v_num=ld_0, val_loss=1.020, train_loss=0.375]
Epoch 6: 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=1.210, train_loss=0.375]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.22it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 72.59it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 71.53it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.97it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.39it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.63it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.25it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.60it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.33it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.40it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.17it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.11it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.93it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.72it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.54it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.76it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.62it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  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=1.210, train_loss=0.281]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.62it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.66it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.56it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7: 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=1.210, train_loss=0.281]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.92it/s, v_num=ld_0, val_loss=1.210, train_loss=0.281]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.32it/s, v_num=ld_0, val_loss=1.170, train_loss=0.281]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.12it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 66.32it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 65.42it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.63it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.14it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.17it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.80it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.96it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.71it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.27it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.98it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.79it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.60it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.16it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.02it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.41it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.28it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.64it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8:  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=1.170, train_loss=0.220]
Epoch 8:  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=1.170, train_loss=0.220]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.64it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.78it/s, v_num=ld_0, val_loss=1.170, train_loss=0.220]
Epoch 8: 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=1.170, train_loss=0.220]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.34it/s, v_num=ld_0, val_loss=1.320, train_loss=0.220]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.13it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 72.32it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 71.11it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.17it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.58it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.58it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.22it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.07it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.73it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.32it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.10it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.42it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.22it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.42it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.24it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.50it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  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=1.320, train_loss=0.161]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.22it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.08it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.29it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.18it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.59it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.50it/s, v_num=ld_0, val_loss=1.320, train_loss=0.161]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.78it/s, v_num=ld_0, val_loss=1.180, train_loss=0.161]
Epoch 9: 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=1.180, train_loss=0.0736]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 73.18it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 72.10it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.14it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.53it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.13it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.77it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.68it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.41it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.74it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.53it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.79it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.60it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.88it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.73it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.51it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.35it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:  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=1.180, train_loss=0.0736]
Epoch 10:  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=0.0736]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.53it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.42it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10: 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=0.0736]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.25it/s, v_num=ld_0, val_loss=1.180, train_loss=0.0736]
Epoch 10: 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=1.160, train_loss=0.0736]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.13it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 69.82it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 68.81it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.80it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.30it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.87it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.53it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.33it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.08it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.43it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.22it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.35it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.18it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.04it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.88it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.40it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.26it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.72it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.61it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.94it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.83it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.35it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.25it/s, v_num=ld_0, val_loss=1.160, train_loss=0.0468]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.83it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0468]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.63it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 66.11it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 65.12it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.69it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.21it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.07it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.74it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.64it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.38it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.04it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.81it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.91it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.71it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.11it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.95it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.26it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.11it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  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=1.400, train_loss=0.0294]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.42it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.70it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.58it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.77it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.66it/s, v_num=ld_0, val_loss=1.400, train_loss=0.0294]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.93it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0294]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.71it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 68.13it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 67.14it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.45it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.94it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.69it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.34it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.55it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.23it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.09it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.89it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.45it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.28it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.74it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.59it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.72it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.59it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.64it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.51it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.85it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.74it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.25it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.15it/s, v_num=ld_0, val_loss=1.450, train_loss=0.0225]
Epoch 13: 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=1.570, train_loss=0.0225]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.61it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 72.49it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 71.43it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.59it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.03it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.62it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.24it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.00it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.71it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.57it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.36it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.82it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.64it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.00it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.85it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.62it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.46it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.69it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.57it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14:  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=1.570, train_loss=0.0344]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.72it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14: 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=1.570, train_loss=0.0344]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.08it/s, v_num=ld_0, val_loss=1.570, train_loss=0.0344]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.44it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0344]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.23it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 72.89it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 71.82it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.40it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.83it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.93it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.58it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.27it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.00it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.54it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.29it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.72it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.54it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.45it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.28it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:  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=1.860, train_loss=0.0506]
Epoch 15:  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=1.860, train_loss=0.0506]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.32it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.20it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15:  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=1.860, train_loss=0.0506]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.29it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.78it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0506]
Epoch 15: 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=1.860, train_loss=0.0506]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.97it/s, v_num=ld_0, val_loss=1.930, train_loss=0.0506]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.75it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 68.15it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 67.10it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.05it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.47it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.17it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.84it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.20it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.90it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.65it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.44it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.77it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.56it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.47it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.31it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.26it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.12it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.20it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.07it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.34it/s, v_num=ld_0, val_loss=1.930, 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_0, val_loss=1.930, train_loss=0.151]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.22it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.11it/s, v_num=ld_0, val_loss=1.930, train_loss=0.151]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.84it/s, v_num=ld_0, val_loss=1.630, train_loss=0.151]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.63it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 68.99it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 68.00it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.74it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.23it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.29it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.96it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.51it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.23it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.43it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.23it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.01it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.82it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.19it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.05it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.63it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.49it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.63it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.50it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.02it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 69.92it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.52it/s, v_num=ld_0, val_loss=1.630, train_loss=0.181]
Epoch 17: 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=1.630, train_loss=0.181]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.18it/s, v_num=ld_0, val_loss=1.110, train_loss=0.181]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.97it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 72.93it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 71.85it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.01it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.46it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.98it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.63it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.50it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.23it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.37it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.16it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.41it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.09it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.85it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.67it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.08it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.93it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.94it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.81it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.96it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.84it/s, v_num=ld_0, val_loss=1.110, train_loss=0.0881]
Epoch 18: 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=1.110, train_loss=0.0881]
Epoch 18: 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, val_loss=1.110, train_loss=0.0881]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.47it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0881]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.25it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 72.36it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 71.29it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.87it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.31it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.98it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.64it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.46it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.21it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.61it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.40it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.68it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.51it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.28it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.10it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.29it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.16it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.59it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.48it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.78it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.67it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.25it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.15it/s, v_num=ld_0, val_loss=1.490, train_loss=0.0584]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.71it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0584]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.50it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 69.28it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 68.23it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.12it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.56it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.01it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.66it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.60it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.26it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.94it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.72it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.60it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.40it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.57it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.42it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.84it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:  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=1.550, train_loss=0.0399]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.95it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:  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=1.550, train_loss=0.0399]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.90it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.78it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.10it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.99it/s, v_num=ld_0, val_loss=1.550, train_loss=0.0399]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.21it/s, v_num=ld_0, val_loss=1.120, train_loss=0.0399]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.99it/s, v_num=ld_0, val_loss=1.120, train_loss=0.0237]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.73it/s, v_num=ld_0, val_loss=1.120, train_loss=0.0237]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9666502475738525
      Accuracy_val          0.7485029697418213
        val_loss            1.1197772026062012
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 45.84it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 45.24it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 46.85it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 46.54it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 48.30it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 48.05it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 51.12it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 50.99it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.48it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.37it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.68it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.57it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.74it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.64it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.35it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.26it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.71it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.63it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 62.80it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 62.71it/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, 63.65it/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, 63.57it/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, 55.62it/s, v_num=ld_1, val_loss=2.220]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.44it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 72.71it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 71.64it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.67it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.12it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.37it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.97it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.73it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.44it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.45it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.21it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.56it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.37it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.69it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.51it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.97it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.82it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.00it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.87it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.18it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.08it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.51it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.41it/s, v_num=ld_1, val_loss=2.220, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.47it/s, v_num=ld_1, val_loss=1.850, train_loss=2.270]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.25it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 74.33it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 73.11it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.87it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.27it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.20it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.84it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.46it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.15it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.68it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.46it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.82it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.62it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.38it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
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=1.850, train_loss=1.750]
Epoch 2:  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=1.850, train_loss=1.750]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.18it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.41it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.29it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.53it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.42it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.85it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.75it/s, v_num=ld_1, val_loss=1.850, train_loss=1.750]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.85it/s, v_num=ld_1, val_loss=1.480, train_loss=1.750]
Epoch 2: 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=1.480, train_loss=1.190]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 70.94it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 69.79it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.49it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.95it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.93it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.57it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.27it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.95it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.56it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.34it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.43it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.20it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.57it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.41it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.68it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.54it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.79it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.66it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3:  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=1.480, train_loss=1.190]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.70it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3: 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=1.480, train_loss=1.190]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.64it/s, v_num=ld_1, val_loss=1.480, train_loss=1.190]
Epoch 3: 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=1.200, train_loss=1.190]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.46it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 74.32it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 73.22it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.76it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.13it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.53it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.15it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.82it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.50it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.82it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.57it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.84it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.66it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.96it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.80it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.98it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4:  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=1.200, train_loss=0.852]
Epoch 4:  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=1.200, train_loss=0.852]
Epoch 4:  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=1.200, train_loss=0.852]
Epoch 4:  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=1.200, train_loss=0.852]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.70it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.08it/s, v_num=ld_1, val_loss=1.200, train_loss=0.852]
Epoch 4: 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=1.200, train_loss=0.852]
Epoch 4: 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=0.919, train_loss=0.852]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.76it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 75.17it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 74.04it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.90it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.28it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.27it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.91it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.54it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.24it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.52it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.30it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.68it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.48it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.82it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.67it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.55it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.41it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.69it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.57it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.68it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.55it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.91it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.81it/s, v_num=ld_1, val_loss=0.919, train_loss=0.543]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.98it/s, v_num=ld_1, val_loss=0.820, train_loss=0.543]
Epoch 5: 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=0.820, train_loss=0.380]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 71.34it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 70.30it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.10it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 67.62it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.84it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.51it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.38it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.13it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.81it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.59it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.97it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.74it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.70it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.54it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.04it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.90it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.34it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  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=0.820, train_loss=0.380]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.57it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.45it/s, v_num=ld_1, val_loss=0.820, train_loss=0.380]
Epoch 6: 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=0.820, train_loss=0.380]
Epoch 6: 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=0.820, train_loss=0.380]
Epoch 6: 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=0.881, train_loss=0.380]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.93it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 68.40it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 67.34it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.25it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.74it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.82it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.47it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.50it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.24it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.85it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.63it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.61it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.41it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.83it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.67it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.98it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.84it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.13it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
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=0.881, train_loss=0.284]
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_1, val_loss=0.881, train_loss=0.284]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.09it/s, v_num=ld_1, val_loss=0.881, train_loss=0.284]
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=0.881, train_loss=0.284]
Epoch 7: 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=0.881, train_loss=0.284]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.25it/s, v_num=ld_1, val_loss=0.676, train_loss=0.284]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.03it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 73.53it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 72.45it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.54it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.94it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.37it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.01it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.36it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.06it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.37it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.15it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.31it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.12it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.34it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.15it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:  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=0.676, train_loss=0.251]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.31it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.13it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:  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=0.676, train_loss=0.251]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.12it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.01it/s, v_num=ld_1, val_loss=0.676, train_loss=0.251]
Epoch 8: 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=0.676, train_loss=0.251]
Epoch 8: 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=0.676, train_loss=0.251]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.53it/s, v_num=ld_1, val_loss=0.885, train_loss=0.251]
Epoch 8: 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=0.885, train_loss=0.108]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 70.48it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 69.32it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.52it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.99it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.51it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.17it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.68it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.42it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.25it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.00it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.56it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.39it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.77it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.60it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.56it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  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=0.885, train_loss=0.108]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.79it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.67it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.05it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.95it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9: 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=0.885, train_loss=0.108]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.42it/s, v_num=ld_1, val_loss=0.885, train_loss=0.108]
Epoch 9: 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=0.907, train_loss=0.108]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.47it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 73.70it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 72.61it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.25it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.72it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.57it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.12it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.88it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.61it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.99it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.75it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.75it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.55it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.28it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.12it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.40it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.25it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.49it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.37it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.58it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.47it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.95it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.86it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0657]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.09it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0657]
Epoch 10: 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=0.921, train_loss=0.0292]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 70.63it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 69.54it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.87it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.29it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.41it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.05it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.70it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.42it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.65it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.41it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.07it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.87it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.00it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.83it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.01it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.86it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  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=0.921, train_loss=0.0292]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.93it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.02it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.90it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.17it/s, v_num=ld_1, val_loss=0.921, train_loss=0.0292]
Epoch 11: 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=0.921, train_loss=0.0292]
Epoch 11: 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, val_loss=1.100, train_loss=0.0292]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.19it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 73.00it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 71.93it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.92it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.31it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.63it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.23it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.49it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.19it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.33it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.12it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.43it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.26it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.74it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.59it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:  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=1.100, train_loss=0.0353]
Epoch 12:  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=1.100, train_loss=0.0353]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.00it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.86it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.09it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12:  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=1.100, train_loss=0.0353]
Epoch 12: 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=1.100, train_loss=0.0353]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.43it/s, v_num=ld_1, val_loss=1.100, train_loss=0.0353]
Epoch 12: 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=0.991, train_loss=0.0353]
Epoch 12: 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=0.991, train_loss=0.0854]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 71.05it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 69.92it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.07it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.54it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.30it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.92it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.71it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.45it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.98it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.77it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.14it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.94it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.43it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.28it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.17it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.02it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:  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=0.991, train_loss=0.0854]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.15it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13:  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=0.991, train_loss=0.0854]
Epoch 13:  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=0.991, train_loss=0.0854]
Epoch 13: 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=0.991, train_loss=0.0854]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.70it/s, v_num=ld_1, val_loss=0.991, train_loss=0.0854]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.94it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0854]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.72it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 72.26it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 71.20it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.13it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.56it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.82it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.47it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.34it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.07it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.71it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.49it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.79it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.60it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.05it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.86it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.21it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.07it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.39it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  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=1.020, train_loss=0.0526]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.48it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.37it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.94it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.84it/s, v_num=ld_1, val_loss=1.020, train_loss=0.0526]
Epoch 14: 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=1.070, train_loss=0.0526]
Epoch 14: 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=1.070, train_loss=0.0151]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 69.86it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 68.77it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.02it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.49it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.62it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.26it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.84it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.57it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.96it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.72it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.50it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.30it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.68it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.52it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.77it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.63it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.94it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.81it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15:  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=1.070, train_loss=0.0151]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.89it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.00it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.88it/s, v_num=ld_1, val_loss=1.070, train_loss=0.0151]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.13it/s, v_num=ld_1, val_loss=1.040, train_loss=0.0151]
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_1, val_loss=1.040, train_loss=0.013]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 73.16it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 72.08it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.53it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.98it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.13it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.77it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.51it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.19it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.73it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.52it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.98it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.80it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.93it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.78it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.10it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.97it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:  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=1.040, train_loss=0.013]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.81it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16:  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=1.040, train_loss=0.013]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.05it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.61it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.51it/s, v_num=ld_1, val_loss=1.040, train_loss=0.013]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.78it/s, v_num=ld_1, val_loss=0.974, train_loss=0.013]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.57it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 71.91it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 70.87it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.77it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.26it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.45it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.07it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.10it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.84it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.22it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.02it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.90it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.71it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.03it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.87it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.54it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:  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=0.974, train_loss=0.00627]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.69it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.57it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17:  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=0.974, train_loss=0.00627]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.76it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
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_1, val_loss=0.974, train_loss=0.00627]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.06it/s, v_num=ld_1, val_loss=0.974, train_loss=0.00627]
Epoch 17: 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=1.350, train_loss=0.00627]
Epoch 17: 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=1.350, train_loss=0.0211]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 72.72it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 71.64it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.66it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.14it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.21it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.83it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.97it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.72it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.95it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.74it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.40it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.21it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.25it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.07it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.59it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.46it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:  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=1.350, train_loss=0.0211]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.68it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18:  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=1.350, train_loss=0.0211]
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_1, val_loss=1.350, train_loss=0.0211]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.39it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.28it/s, v_num=ld_1, val_loss=1.350, train_loss=0.0211]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.65it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0211]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.44it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 70.44it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 69.33it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.76it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.23it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.21it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.86it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.51it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.22it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.87it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.65it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.60it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.40it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.36it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.20it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:  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=1.500, train_loss=0.0504]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.07it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:  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=1.500, train_loss=0.0504]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.99it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.94it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.83it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.80it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.64it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0504]
Epoch 19: 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=1.810, train_loss=0.0504]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.65it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 68.62it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 67.66it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.04it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.47it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 70.19it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.85it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.72it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.41it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.80it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.59it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.02it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.86it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.28it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.14it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.25it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.12it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.22it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.07it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.12it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.01it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.53it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.44it/s, v_num=ld_1, val_loss=1.810, train_loss=0.0479]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.20it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0479]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.99it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 72.71it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 71.65it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.62it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.03it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.92it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.56it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.14it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.88it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.43it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.22it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.70it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.52it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.85it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.69it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  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=1.670, train_loss=0.135]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.57it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.87it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.74it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.71it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.60it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.92it/s, v_num=ld_1, val_loss=1.670, train_loss=0.135]
Epoch 21: 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=0.135]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.99it/s, v_num=ld_1, val_loss=1.440, train_loss=0.135]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.78it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 74.58it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 73.34it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.85it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.32it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.25it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.86it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.52it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.26it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.67it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.45it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.77it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.57it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.79it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.63it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.60it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.46it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.75it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  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=1.440, train_loss=0.156]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.83it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22:  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=1.440, train_loss=0.156]
Epoch 22: 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=1.440, train_loss=0.156]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.08it/s, v_num=ld_1, val_loss=1.440, train_loss=0.156]
Epoch 22: 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=2.820, train_loss=0.156]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.00it/s, v_num=ld_1, val_loss=2.820, train_loss=0.513]
Epoch 22: 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=2.820, train_loss=0.513]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9154406189918518
      Accuracy_val          0.5089820623397827
        val_loss             2.820611000061035
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 43.15it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 42.56it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 46.57it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 46.28it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 48.13it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 47.91it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 51.07it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 50.95it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.54it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 54.41it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 57.05it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 56.94it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.70it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 58.60it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.11it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 60.02it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.28it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 61.20it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 62.31it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 62.24it/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, 63.38it/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, 63.31it/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, 55.55it/s, v_num=ld_2, val_loss=1.850]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 55.38it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 72.84it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 71.76it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.73it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.17it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.93it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.56it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.10it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.82it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.75it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.50it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.82it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.62it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.95it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.79it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.10it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.96it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.13it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.00it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.13it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.02it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.05it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.95it/s, v_num=ld_2, val_loss=1.850, train_loss=2.190]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 64.02it/s, v_num=ld_2, val_loss=1.330, train_loss=2.190]
Epoch 1: 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=1.330, train_loss=1.440]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 74.55it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 73.43it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.75it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.18it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.02it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.65it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.25it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.96it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.59it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.37it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.77it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.59it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.91it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.76it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.99it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.83it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.06it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.94it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.12it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.00it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.94it/s, v_num=ld_2, val_loss=1.330, train_loss=1.440]
Epoch 2: 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=1.330, train_loss=1.440]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.92it/s, v_num=ld_2, val_loss=1.150, train_loss=1.440]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.69it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 75.02it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 73.90it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.45it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.83it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.48it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.10it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.52it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.16it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.89it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.67it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.13it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.94it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.10it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.94it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.11it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.97it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.22it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.09it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.22it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 74.10it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.14it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.04it/s, v_num=ld_2, val_loss=1.150, train_loss=1.050]
Epoch 3: 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=1.160, train_loss=1.050]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.86it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 75.07it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 73.92it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.83it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.26it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.33it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.95it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.29it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 74.01it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.74it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.52it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.94it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.75it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 74.11it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.95it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.16it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 74.00it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  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=1.160, train_loss=0.659]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 74.03it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.95it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.84it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.78it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.68it/s, v_num=ld_2, val_loss=1.160, train_loss=0.659]
Epoch 4: 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=1.140, train_loss=0.659]
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_2, val_loss=1.140, train_loss=0.476]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 72.51it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 71.45it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.61it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.84it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.80it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.45it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.68it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.41it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.34it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.11it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.65it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.47it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.68it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.53it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:  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=1.140, train_loss=0.476]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.82it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:  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=1.140, train_loss=0.476]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.06it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.23it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.12it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.80it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.69it/s, v_num=ld_2, val_loss=1.140, train_loss=0.476]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.94it/s, v_num=ld_2, val_loss=0.856, train_loss=0.476]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.74it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 72.05it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 70.99it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.54it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.99it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.28it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.91it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.39it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.11it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.06it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.80it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.18it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.00it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.31it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.15it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.35it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:  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=0.856, train_loss=0.339]
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=0.856, train_loss=0.339]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.27it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.47it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6:  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=0.856, train_loss=0.339]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.39it/s, v_num=ld_2, val_loss=0.856, train_loss=0.339]
Epoch 6: 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=0.856, train_loss=0.339]
Epoch 6: 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=0.973, train_loss=0.339]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.26it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 73.55it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 72.46it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.53it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.98it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.71it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.35it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.34it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.03it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.67it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.42it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.70it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.50it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.70it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.54it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.68it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.55it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.63it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.50it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.59it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.48it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.58it/s, v_num=ld_2, val_loss=0.973, train_loss=0.186]
Epoch 7: 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=0.973, train_loss=0.186]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.90it/s, v_num=ld_2, val_loss=1.390, train_loss=0.186]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.69it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 71.00it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 69.98it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.59it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.01it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.88it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.53it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.91it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.65it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.61it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.38it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.00it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.83it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.11it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.96it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.23it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.09it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:  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=1.390, train_loss=0.124]
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=1.390, train_loss=0.124]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.50it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.38it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.60it/s, v_num=ld_2, val_loss=1.390, train_loss=0.124]
Epoch 8: 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=1.390, train_loss=0.124]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.91it/s, v_num=ld_2, val_loss=1.440, train_loss=0.124]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.68it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 73.71it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 72.61it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.71it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.15it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.72it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.35it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.47it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.20it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.89it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.67it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.79it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.61it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.85it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.69it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.86it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.71it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.92it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.80it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.01it/s, v_num=ld_2, val_loss=1.440, train_loss=0.118]
Epoch 9:  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=1.440, train_loss=0.118]
Epoch 9: 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=1.440, train_loss=0.118]
Epoch 9: 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=1.440, train_loss=0.118]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.10it/s, v_num=ld_2, val_loss=1.790, train_loss=0.118]
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_2, val_loss=1.790, train_loss=0.189]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 73.56it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 72.46it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.92it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.32it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 74.07it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.70it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.77it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.46it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 73.01it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.79it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.21it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 73.02it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 73.14it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.99it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.18it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.02it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
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=1.790, train_loss=0.189]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 73.11it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.17it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
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=1.790, train_loss=0.189]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.18it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.07it/s, v_num=ld_2, val_loss=1.790, train_loss=0.189]
Epoch 10: 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=1.250, train_loss=0.189]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.01it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 73.61it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 72.51it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 73.40it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.84it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 73.26it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.89it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.25it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.98it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.98it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.77it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.07it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.82it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.26it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.11it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.43it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.30it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  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=1.250, train_loss=0.0824]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.37it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.56it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11:  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=1.250, train_loss=0.0824]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.02it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.92it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0824]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.28it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0824]
Epoch 11: 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=1.000, train_loss=0.0327]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 71.63it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 70.42it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.13it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.60it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.38it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.02it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.62it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.32it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.14it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.93it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.26it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.06it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.41it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.25it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  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=1.000, train_loss=0.0327]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.32it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.55it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 72.42it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.64it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 72.53it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.58it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.48it/s, v_num=ld_2, val_loss=1.000, train_loss=0.0327]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.83it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0327]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.61it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 71.21it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 70.20it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.45it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.91it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.55it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.20it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.78it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.51it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 72.10it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.87it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.19it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.01it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 72.04it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.89it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 72.12it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  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=1.250, train_loss=0.0101]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.61it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.47it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.74it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.63it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.86it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.77it/s, v_num=ld_2, val_loss=1.250, train_loss=0.0101]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.28it/s, v_num=ld_2, val_loss=1.230, train_loss=0.0101]
Epoch 13: 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=1.230, train_loss=0.00903]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 72.70it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 71.63it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.64it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 72.10it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.70it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.34it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.74it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 72.46it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.97it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.76it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.01it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.84it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.89it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.74it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.97it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  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=1.230, train_loss=0.00903]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.95it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.83it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.93it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.82it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.09it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.99it/s, v_num=ld_2, val_loss=1.230, train_loss=0.00903]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.44it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00903]
Epoch 14: 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=1.270, train_loss=0.00489]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 72.21it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 71.16it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.75it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.23it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.06it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.71it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.92it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.65it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.27it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.06it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.48it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.31it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.43it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.28it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.64it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 71.51it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  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=1.270, train_loss=0.00489]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.61it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.68it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.57it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.75it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.65it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00489]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 62.06it/s, v_num=ld_2, val_loss=1.190, train_loss=0.00489]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.83it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 66.74it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 65.73it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.81it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.25it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.74it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.42it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.70it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.45it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.33it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.13it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.31it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.13it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.53it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 68.39it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.57it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.44it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.75it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.63it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.77it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 68.67it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16: 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=1.190, train_loss=0.0035]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.56it/s, v_num=ld_2, val_loss=1.190, train_loss=0.0035]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.56it/s, v_num=ld_2, val_loss=1.360, train_loss=0.0035]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.36it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 70.38it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 69.36it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.73it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.23it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.82it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.46it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.49it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.24it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.11it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.91it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.27it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.11it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.74it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.60it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.92it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.80it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.10it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.98it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.14it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.03it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17: 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=1.360, train_loss=0.00243]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.46it/s, v_num=ld_2, val_loss=1.360, train_loss=0.00243]
Epoch 17: 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=1.310, train_loss=0.00243]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.28it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 71.85it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 70.70it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 71.54it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.96it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.68it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 71.30it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.71it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 71.44it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 71.19it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 70.98it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 71.01it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.84it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.84it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.68it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.61it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.48it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.60it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.49it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.37it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.27it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.25it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.15it/s, v_num=ld_2, val_loss=1.310, train_loss=0.00191]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.72it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00191]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.53it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 69.50it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 68.52it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.08it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.59it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.24it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 68.91it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.44it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 69.16it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.12it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.90it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.29it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.10it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.60it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 69.45it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.94it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.81it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  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=1.330, train_loss=0.00142]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 69.96it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.19it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.08it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.26it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.16it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00142]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.95it/s, v_num=ld_2, val_loss=1.350, train_loss=0.00142]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 60.72it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 69.00it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 68.01it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.17it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 68.68it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.74it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 69.40it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.27it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 70.02it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.95it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 69.75it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.30it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 70.12it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.52it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 70.37it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.48it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 70.35it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.64it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.53it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.78it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.67it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.91it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.81it/s, v_num=ld_2, val_loss=1.350, train_loss=0.000737]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.54it/s, v_num=ld_2, val_loss=1.360, train_loss=0.000737]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 61.33it/s, v_num=ld_2, val_loss=1.360, train_loss=0.000658]
Epoch 20: 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=1.360, train_loss=0.000658]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9660215973854065
      Accuracy_val          0.7771084308624268
        val_loss            1.3553191423416138
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 77.93it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 76.61it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.49it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.70it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.64it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 87.15it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.87it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 88.49it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 90.02it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.71it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.85it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 90.59it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.46it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 91.23it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.95it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 91.75it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.22it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.02it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.13it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.96it/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, 92.46it/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, 92.32it/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, 79.96it/s, v_num=ld_0, val_loss=1.750]
Epoch 0: 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=1.750, train_loss=2.150]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 95.29it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 93.33it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.19it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.28it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.81it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.14it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.08it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.62it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.21it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.84it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.27it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.97it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.60it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.34it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.27it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.03it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.41it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.20it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.42it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.24it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.72it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.55it/s, v_num=ld_0, val_loss=1.750, train_loss=2.150]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.72it/s, v_num=ld_0, val_loss=1.110, train_loss=2.150]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.37it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 96.05it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 94.02it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.31it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.32it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.33it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.66it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.68it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.21it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.65it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.25it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.86it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.53it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.91it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.64it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.51it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.28it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.63it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.42it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.48it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.30it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.68it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.52it/s, v_num=ld_0, val_loss=1.110, train_loss=1.190]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.81it/s, v_num=ld_0, val_loss=0.992, train_loss=1.190]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.45it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 96.10it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 94.08it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.36it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.42it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.94it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.33it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.31it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.85it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.83it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.45it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.75it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.45it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.92it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.65it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.70it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.47it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.97it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.76it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.11it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.92it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.41it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.24it/s, v_num=ld_0, val_loss=0.992, train_loss=0.746]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.32it/s, v_num=ld_0, val_loss=0.681, train_loss=0.746]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.94it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 95.15it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 93.36it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.17it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.07it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.63it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.01it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.90it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.43it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.06it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.65it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.12it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.81it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.17it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.90it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.85it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.62it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.82it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.62it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.89it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.70it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.18it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.01it/s, v_num=ld_0, val_loss=0.681, train_loss=0.531]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.12it/s, v_num=ld_0, val_loss=0.763, train_loss=0.531]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.77it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 95.78it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 93.95it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.73it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.79it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.45it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.79it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.71it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.25it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.58it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.21it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.89it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.55it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.00it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.73it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.76it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.49it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.80it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.60it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.89it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.70it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.08it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.91it/s, v_num=ld_0, val_loss=0.763, train_loss=0.233]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.87it/s, v_num=ld_0, val_loss=0.826, train_loss=0.233]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.50it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 92.70it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 90.97it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.77it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.89it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.39it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.81it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.25it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.80it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.63it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.24it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.01it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.70it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.43it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.17it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.52it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.29it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.82it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.62it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.73it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.55it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.91it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.74it/s, v_num=ld_0, val_loss=0.826, train_loss=0.184]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.26it/s, v_num=ld_0, val_loss=0.842, train_loss=0.184]
Epoch 6: 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=0.842, train_loss=0.124]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 90.45it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 88.69it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.12it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 89.19it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.30it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.72it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.32it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.87it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.02it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.62it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.26it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.96it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.45it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.19it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.68it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.46it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.62it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.35it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.69it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 91.52it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.21it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.02it/s, v_num=ld_0, val_loss=0.842, train_loss=0.124]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.99it/s, v_num=ld_0, val_loss=1.100, train_loss=0.124]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.66it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 96.23it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 94.38it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.93it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.00it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.45it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.78it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.87it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.40it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.82it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.45it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.97it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.62it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.12it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.85it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.54it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.30it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.81it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.60it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.89it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.69it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.19it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.02it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0723]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.08it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0723]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.70it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 95.57it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 93.71it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.20it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.28it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.25it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.57it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.63it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.16it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.43it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.07it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.16it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.86it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.29it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.04it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.11it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 92.87it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.26it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.06it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.20it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.03it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.36it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.18it/s, v_num=ld_0, val_loss=0.672, train_loss=0.0692]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.82it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0692]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.48it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 91.13it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 89.48it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.73it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 90.70it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.78it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.21it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.51it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.08it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.93it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.58it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.02it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.69it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.46it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.20it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.34it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.11it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.34it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.12it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.73it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.55it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.34it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.16it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.60it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0425]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.26it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 96.94it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 95.06it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.36it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.41it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.58it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.96it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.79it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.33it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.21it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.83it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.40it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.08it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.35it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.08it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.13it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.89it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.33it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.06it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.41it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.22it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.58it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.41it/s, v_num=ld_0, val_loss=0.744, train_loss=0.0366]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.50it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0366]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.14it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 95.53it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 93.70it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.82it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.88it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.57it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.96it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.39it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.93it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.71it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.33it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.93it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.59it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.12it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.85it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.88it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.65it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.04it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.83it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.14it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.95it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.43it/s, v_num=ld_0, val_loss=0.819, train_loss=0.0182]
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_0, val_loss=0.819, train_loss=0.0182]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.21it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0182]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.83it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 94.88it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 93.10it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.17it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.16it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.04it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.43it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.73it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.27it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.09it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.71it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.29it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.98it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.40it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.13it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.03it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.80it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.27it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.06it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.26it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.08it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.61it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.44it/s, v_num=ld_0, val_loss=0.764, train_loss=0.0205]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.40it/s, v_num=ld_0, val_loss=1.060, train_loss=0.0205]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.02it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 94.64it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 92.85it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.00it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.07it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.67it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.06it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.37it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.83it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.50it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.13it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.68it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.37it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.98it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.71it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.39it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.16it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.11it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.90it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.77it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.58it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.04it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.88it/s, v_num=ld_0, val_loss=1.060, train_loss=0.00503]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.23it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00503]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.84it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 96.74it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 94.87it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.26it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.22it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.82it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.19it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.20it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.73it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.40it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.02it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.42it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.10it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.98it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.68it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.36it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.12it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.40it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.19it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.53it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.34it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.78it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.59it/s, v_num=ld_0, val_loss=0.824, train_loss=0.00337]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.85it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00337]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.48it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 96.65it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 94.79it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.96it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.89it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.65it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.03it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.52it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.06it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.67it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.30it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.95it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.64it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.10it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.81it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.99it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.76it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.12it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.91it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.15it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.95it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.39it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.20it/s, v_num=ld_0, val_loss=0.736, train_loss=0.00117]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.29it/s, v_num=ld_0, val_loss=0.726, train_loss=0.00117]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.92it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 98.13it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 96.20it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.91it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.96it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.49it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.87it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.83it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.29it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.96it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.58it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.98it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.67it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.22it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.92it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.78it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.55it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.80it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.59it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.98it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.79it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.39it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.22it/s, v_num=ld_0, val_loss=0.726, train_loss=0.000942]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.26it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000942]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.90it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 98.19it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 96.25it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.49it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.52it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.61it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.98it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.78it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.31it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.91it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.53it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.93it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.61it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.90it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.63it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.51it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.27it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.48it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.27it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.48it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.30it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.82it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.65it/s, v_num=ld_0, val_loss=0.739, train_loss=0.000648]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.67it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000648]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.30it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 95.87it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 94.03it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.87it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.93it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.64it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.02it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.00it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.46it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.24it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.86it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.45it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.13it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.65it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.38it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.14it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.91it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.14it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.91it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.27it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.06it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.62it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.43it/s, v_num=ld_0, val_loss=0.746, train_loss=0.000507]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.52it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000507]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.15it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 96.79it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 94.92it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.96it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.84it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.66it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.03it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.96it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.49it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.00it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.62it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.90it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.59it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.11it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.78it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.47it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.24it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.64it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.43it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.81it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.62it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.18it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.00it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00043]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.99it/s, v_num=ld_0, val_loss=0.750, train_loss=0.00043]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.61it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 94.47it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 92.66it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.67it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.76it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.43it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.82it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.32it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.86it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.37it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.00it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.42it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.11it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.63it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.37it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.32it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  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=0.750, train_loss=0.000383]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.37it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.16it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.52it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.34it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.92it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.75it/s, v_num=ld_0, val_loss=0.750, train_loss=0.000383]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.84it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000383]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.48it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 95.97it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 93.95it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.90it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.97it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.39it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.61it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.76it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.30it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.21it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.83it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.00it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.65it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.68it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.41it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.25it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.01it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.18it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.94it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.09it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.90it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.35it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.17it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.50it/s, v_num=ld_0, val_loss=0.749, train_loss=0.00034]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.13it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 97.05it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 95.16it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.91it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.88it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.26it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.62it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.93it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.46it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.25it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.71it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.92it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.59it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.17it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.92it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.18it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.92it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.42it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.21it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.63it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.45it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.12it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.96it/s, v_num=ld_0, val_loss=0.749, train_loss=0.000305]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.27it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000305]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.90it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000272]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.50it/s, v_num=ld_0, val_loss=0.757, train_loss=0.000272]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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            0.978861927986145
      Accuracy_val          0.8622754216194153
        val_loss            0.7574861645698547
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 49.98it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 49.15it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.51it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 53.06it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.83it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 55.52it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.58it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.35it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.78it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.63it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.40it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 65.25it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.91it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.76it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.93it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.81it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.73it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 71.61it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.43it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 73.32it/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, 75.14it/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, 75.04it/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, 66.45it/s, v_num=ld_1, val_loss=1.740]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 66.21it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 94.91it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 93.15it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.31it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.40it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.72it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.09it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.98it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.47it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.81it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.44it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.36it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.05it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.48it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.22it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.52it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.27it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.50it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.30it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.49it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1:  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=1.740, train_loss=2.110]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.45it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.28it/s, v_num=ld_1, val_loss=1.740, train_loss=2.110]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.62it/s, v_num=ld_1, val_loss=1.090, train_loss=2.110]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.27it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 96.03it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 94.01it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.09it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.15it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.09it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.48it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.67it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.22it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.35it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.94it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.62it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.31it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.68it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.39it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.62it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.39it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.65it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.44it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.64it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.45it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.65it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.49it/s, v_num=ld_1, val_loss=1.090, train_loss=1.220]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.78it/s, v_num=ld_1, val_loss=1.130, train_loss=1.220]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.42it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 95.39it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 93.56it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.48it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.54it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.70it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.02it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.72it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.25it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.12it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.73it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.19it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.86it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.39it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.12it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.31it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.08it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.48it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.24it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.54it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.36it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.66it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.50it/s, v_num=ld_1, val_loss=1.130, train_loss=0.658]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.59it/s, v_num=ld_1, val_loss=0.961, train_loss=0.658]
Epoch 3: 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=0.961, train_loss=0.502]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 96.23it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 94.38it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.83it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.82it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.49it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.86it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.30it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.83it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.00it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.59it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.37it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.03it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.37it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.10it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.40it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.14it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.04it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.83it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.08it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.90it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.02it/s, v_num=ld_1, val_loss=0.961, train_loss=0.502]
Epoch 4: 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=0.961, train_loss=0.502]
Epoch 4: 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=0.951, train_loss=0.502]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.96it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 95.46it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 93.65it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.92it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.00it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.06it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.43it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.08it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.61it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.88it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.49it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.75it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.29it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.24it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.98it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.17it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.92it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.10it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.90it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.15it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.97it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.24it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.07it/s, v_num=ld_1, val_loss=0.951, train_loss=0.298]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.43it/s, v_num=ld_1, val_loss=1.100, train_loss=0.298]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.08it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 97.03it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 94.95it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.47it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.52it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.90it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.27it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.68it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.14it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.08it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.70it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.92it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.60it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.05it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.79it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.09it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.81it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6:  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=1.100, train_loss=0.240]
Epoch 6:  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=1.100, train_loss=0.240]
Epoch 6:  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=1.100, train_loss=0.240]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.95it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.10it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.92it/s, v_num=ld_1, val_loss=1.100, train_loss=0.240]
Epoch 6: 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=0.999, train_loss=0.240]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.64it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 95.97it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 94.13it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.11it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.17it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.60it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.98it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.37it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.88it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.42it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.03it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.38it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.05it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.81it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.53it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.05it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.83it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.25it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.04it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.01it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.83it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.88it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.72it/s, v_num=ld_1, val_loss=0.999, train_loss=0.184]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.14it/s, v_num=ld_1, val_loss=0.765, train_loss=0.184]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.79it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 94.48it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 92.69it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.72it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.79it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.50it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.89it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.63it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.16it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.25it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.86it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.51it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.20it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.59it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.29it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.64it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.41it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.63it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.39it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.52it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.33it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.38it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.21it/s, v_num=ld_1, val_loss=0.765, train_loss=0.0988]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.39it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0988]
Epoch 8: 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=0.877, train_loss=0.0434]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 93.57it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 91.82it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.55it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.64it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.12it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.51it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.54it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.09it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.14it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.77it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.47it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.15it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.68it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.42it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.69it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.46it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.74it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  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=0.877, train_loss=0.0434]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.73it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.54it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.72it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.55it/s, v_num=ld_1, val_loss=0.877, train_loss=0.0434]
Epoch 9: 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=0.782, train_loss=0.0434]
Epoch 9: 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=0.782, train_loss=0.0407]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 96.42it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 94.55it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.20it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.19it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.67it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.05it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.97it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.51it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.78it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.41it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.22it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.88it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.47it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.20it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.67it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.44it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.79it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.57it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.89it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.71it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.01it/s, v_num=ld_1, val_loss=0.782, train_loss=0.0407]
Epoch 10: 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=0.782, train_loss=0.0407]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.64it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0407]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.27it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 95.47it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 93.65it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.96it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.01it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.33it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.69it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.17it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.71it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.27it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.87it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.44it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.14it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.65it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.36it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.42it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.17it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.81it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.61it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.83it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.65it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.74it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.57it/s, v_num=ld_1, val_loss=0.995, train_loss=0.0263]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.35it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0263]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.00it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 95.73it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 93.90it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.79it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.83it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.63it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.00it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.79it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.27it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.08it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.69it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.02it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.68it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.82it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.56it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.71it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.48it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.95it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.75it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.93it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.73it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.05it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.89it/s, v_num=ld_1, val_loss=0.907, train_loss=0.0169]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.35it/s, v_num=ld_1, val_loss=0.920, train_loss=0.0169]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.00it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 97.13it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 95.22it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.64it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.68it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.61it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.98it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.62it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.14it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.29it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.87it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.23it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.92it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.41it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.11it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.50it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.27it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.45it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.24it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.44it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.25it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.52it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.35it/s, v_num=ld_1, val_loss=0.920, train_loss=0.00618]
Epoch 13: 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=0.989, train_loss=0.00618]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.03it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 91.21it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 89.49it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.09it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.23it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.20it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.36it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.69it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.23it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.60it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.25it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.84it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.55it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.18it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.71it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.41it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.18it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.38it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.16it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.45it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.28it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.54it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.38it/s, v_num=ld_1, val_loss=0.989, train_loss=0.00875]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.91it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00875]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.46it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 93.22it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 91.48it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.96it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.08it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.14it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.55it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.43it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.98it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.53it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.17it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.25it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.95it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.18it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.92it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.59it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.36it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.87it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.67it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.02it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.84it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.34it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.18it/s, v_num=ld_1, val_loss=1.090, train_loss=0.00412]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.74it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00412]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.39it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 94.46it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 92.66it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.03it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.11it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.59it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.96it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.96it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.49it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.75it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.36it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.19it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.88it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.27it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.00it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.41it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.18it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.59it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.35it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.63it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.44it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.66it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.50it/s, v_num=ld_1, val_loss=1.010, train_loss=0.00212]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.61it/s, v_num=ld_1, val_loss=0.985, train_loss=0.00212]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.20it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 97.36it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 95.46it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.85it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.90it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.98it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.34it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.74it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.26it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.95it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.56it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.21it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.89it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.22it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.92it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.40it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.16it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.49it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  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=0.985, train_loss=0.000761]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.46it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.24it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.47it/s, v_num=ld_1, val_loss=0.985, train_loss=0.000761]
Epoch 17: 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=0.985, train_loss=0.000761]
Epoch 17: 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=0.991, train_loss=0.000761]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.95it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 96.93it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 94.91it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.26it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.19it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.92it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.29it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.80it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.32it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.07it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.68it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.32it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.01it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.31it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.04it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.53it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.29it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.53it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.32it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18:  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=0.991, train_loss=0.00069]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.38it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.52it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.35it/s, v_num=ld_1, val_loss=0.991, train_loss=0.00069]
Epoch 18: 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=1.010, train_loss=0.00069]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.05it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 95.44it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 93.45it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.69it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.76it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.84it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.21it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.86it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.39it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.61it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.23it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.40it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.09it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.10it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.83it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.25it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.02it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.16it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.95it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.36it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.17it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.57it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.40it/s, v_num=ld_1, val_loss=1.010, train_loss=0.000519]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.70it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000519]
Epoch 19: 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=1.020, train_loss=0.000405]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 97.81it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 95.68it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.98it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.01it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.75it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.10it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.58it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.10it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.05it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.47it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.72it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.41it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.59it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.29it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.72it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.48it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.57it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.33it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.39it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.20it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.46it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.27it/s, v_num=ld_1, val_loss=1.020, train_loss=0.000405]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.43it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000405]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.08it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 96.66it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 94.79it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.42it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.48it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.81it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.18it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.66it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.18it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.95it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.56it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.30it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.98it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.17it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.86it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.05it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.82it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.07it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.84it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21:  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=1.030, train_loss=0.000359]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.89it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.14it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.97it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.14it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000359]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.76it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 96.43it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 94.55it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.39it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.44it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.48it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.79it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.61it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.13it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.72it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.33it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.85it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.54it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.08it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.81it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:  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=1.030, train_loss=0.000318]
Epoch 22:  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=1.030, train_loss=0.000318]
Epoch 22:  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=1.030, train_loss=0.000318]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.35it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.51it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22:  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=1.030, train_loss=0.000318]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.51it/s, v_num=ld_1, val_loss=1.030, train_loss=0.000318]
Epoch 22: 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=1.030, train_loss=0.000318]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.21it/s, v_num=ld_1, val_loss=1.040, train_loss=0.000318]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.85it/s, v_num=ld_1, val_loss=1.040, train_loss=0.000292]
Epoch 22: 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=1.040, train_loss=0.000292]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9779655933380127
      Accuracy_val          0.8143712282180786
        val_loss            1.0371510982513428
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 54.19it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 53.32it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.96it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 58.48it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 61.04it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 60.70it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.82it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 61.55it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.65it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 64.49it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.37it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 68.22it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.32it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 71.18it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.62it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 73.49it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.56it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.44it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.99it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.88it/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, 78.57it/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, 78.47it/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, 69.48it/s, v_num=ld_2, val_loss=1.880]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.22it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 95.29it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 93.34it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.45it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.53it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.86it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.23it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.99it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.55it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.74it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.38it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.15it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.82it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.52it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.26it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.60it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.37it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.49it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.29it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.79it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.61it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.19it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.02it/s, v_num=ld_2, val_loss=1.880, train_loss=2.340]
Epoch 1: 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=1.250, train_loss=2.340]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.76it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 96.36it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 94.32it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.51it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.57it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.50it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.76it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.68it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.23it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.73it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.37it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.16it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.86it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.01it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.72it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.82it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.59it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.70it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.50it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.66it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.48it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.84it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.68it/s, v_num=ld_2, val_loss=1.250, train_loss=1.370]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.26it/s, v_num=ld_2, val_loss=0.997, train_loss=1.370]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.89it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 96.10it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 94.23it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.35it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.43it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.69it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.07it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.98it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.53it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.60it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.18it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.29it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.99it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.06it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.80it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.91it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.69it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.82it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.62it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.91it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.73it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.30it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.14it/s, v_num=ld_2, val_loss=0.997, train_loss=0.781]
Epoch 3: 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=0.908, train_loss=0.781]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.32it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 96.31it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 94.45it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.57it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.54it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.16it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.54it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.15it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.64it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.37it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.01it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.61it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.31it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.95it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.69it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.06it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.83it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.88it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.66it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.13it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.95it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.62it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.45it/s, v_num=ld_2, val_loss=0.908, train_loss=0.372]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.92it/s, v_num=ld_2, val_loss=1.070, train_loss=0.372]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.56it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 91.70it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 89.99it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.71it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 91.81it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.43it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 91.76it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.28it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 91.68it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.45it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 92.10it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.89it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 92.60it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.14it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.87it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.46it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.23it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.17it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 92.97it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.39it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.21it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.62it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.46it/s, v_num=ld_2, val_loss=1.070, train_loss=0.228]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.92it/s, v_num=ld_2, val_loss=1.000, train_loss=0.228]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.57it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 94.85it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 93.03it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.77it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.78it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.44it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 92.82it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.02it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.57it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.49it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.94it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.30it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.00it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.38it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.07it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  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=1.000, train_loss=0.147]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.35it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.50it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.27it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.74it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.56it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.08it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.91it/s, v_num=ld_2, val_loss=1.000, train_loss=0.147]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.34it/s, v_num=ld_2, val_loss=1.570, train_loss=0.147]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.00it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 97.32it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 95.41it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.44it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.38it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.88it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.18it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.96it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.49it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.41it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.03it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.57it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.26it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.88it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.60it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.06it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.79it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.79it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.58it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7:  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=1.570, train_loss=0.0984]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.67it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.14it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.97it/s, v_num=ld_2, val_loss=1.570, train_loss=0.0984]
Epoch 7: 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=1.170, train_loss=0.0984]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.50it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 95.19it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 93.37it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.89it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.95it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.05it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.42it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.69it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.23it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.03it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.61it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.15it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.84it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.26it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.99it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.33it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.05it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.17it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.96it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.21it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.02it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.52it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.35it/s, v_num=ld_2, val_loss=1.170, train_loss=0.0638]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.50it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0638]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.13it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 96.58it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 94.72it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.86it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.91it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.15it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.44it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.49it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.01it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.75it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.37it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.91it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.59it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.93it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.63it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.90it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.66it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.58it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.35it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.67it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.48it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.76it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.59it/s, v_num=ld_2, val_loss=1.300, train_loss=0.0178]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.56it/s, v_num=ld_2, val_loss=1.340, train_loss=0.0178]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.20it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 96.70it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 94.62it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.13it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.17it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.12it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.48it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.47it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.92it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.43it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.05it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.52it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.20it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.04it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.77it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.92it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.66it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.42it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.19it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.61it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.42it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.93it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.76it/s, v_num=ld_2, val_loss=1.340, train_loss=0.00807]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.07it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00807]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.70it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 97.45it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 95.54it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.23it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.26it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.26it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.61it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.38it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.91it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.11it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.72it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.80it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.35it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.23it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.96it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.41it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 95.16it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.34it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.13it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.48it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.28it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.90it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.71it/s, v_num=ld_2, val_loss=1.270, train_loss=0.00425]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.95it/s, v_num=ld_2, val_loss=1.330, train_loss=0.00425]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.59it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 97.11it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 95.22it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.13it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.17it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.27it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.62it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.41it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.94it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.88it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.49it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.90it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.53it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.89it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.62it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  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=1.330, train_loss=0.003]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.76it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.87it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.64it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.97it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.78it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.30it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.11it/s, v_num=ld_2, val_loss=1.330, train_loss=0.003]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.06it/s, v_num=ld_2, val_loss=1.420, train_loss=0.003]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.68it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 97.23it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 95.35it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.33it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.39it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.98it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.33it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.38it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.84it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.91it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.51it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.18it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 95.87it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.16it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 95.89it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.40it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.14it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.27it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.06it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.30it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.11it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.68it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.50it/s, v_num=ld_2, val_loss=1.420, train_loss=0.00171]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.49it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00171]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.11it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 97.61it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 95.71it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.71it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.75it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.72it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.00it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.43it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.96it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.70it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.32it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.89it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.57it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.04it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.74it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.09it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.85it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.71it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.48it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.81it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.62it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.07it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.90it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.94it/s, v_num=ld_2, val_loss=1.370, train_loss=0.00112]
Epoch 14: 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=1.370, train_loss=0.000937]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 98.17it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 96.24it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.72it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.75it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.45it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.80it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.75it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.27it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.70it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.29it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.77it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.46it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.06it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.78it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.16it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.92it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.94it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.70it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.88it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.69it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 97.16it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.99it/s, v_num=ld_2, val_loss=1.370, train_loss=0.000937]
Epoch 15: 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=0.000937]
Epoch 15: 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=1.410, train_loss=0.000757]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 97.66it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 95.75it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.17it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.14it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.46it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.83it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.97it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.44it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.31it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.93it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.35it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.03it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.39it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.07it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.31it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 96.07it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 96.04it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 95.81it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 96.10it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.91it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 96.13it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.96it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.97it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000757]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.59it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 97.01it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 95.13it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.97it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.01it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.11it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 94.47it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 95.03it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 94.48it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.07it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.71it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 94.17it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.86it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.56it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 94.28it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.70it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 94.48it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.54it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 94.33it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.45it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.24it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.58it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.41it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.41it/s, v_num=ld_2, val_loss=1.410, train_loss=0.00063]
Epoch 17: 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=1.410, train_loss=0.000555]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 92.35it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 90.63it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.30it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.39it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.69it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 93.07it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.36it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.91it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.72it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 93.35it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.84it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 93.54it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.90it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 93.60it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.89it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 93.66it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.71it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 93.51it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 94.03it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 93.85it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.48it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 94.32it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.81it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000555]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.41it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000495]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.99it/s, v_num=ld_2, val_loss=1.410, train_loss=0.000495]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9623745083808899
      Accuracy_val          0.7228915691375732
        val_loss            1.4113787412643433
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 87.62it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 85.74it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 93.47it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 92.52it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.47it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.87it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.40it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.94it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.89it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.52it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.78it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.43it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.10it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.82it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.57it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.32it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.34it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.11it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.59it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.37it/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, 102.02it/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, 101.84it/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, val_loss=2.110]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.79it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 102.80it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 100.71it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.99it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.82it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.66it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.94it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.21it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.60it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.26it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.82it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.40it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.04it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.28it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.97it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.99it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.71it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.04it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.80it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.14it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.93it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.20it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.00it/s, v_num=ld_0, val_loss=2.110, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.35it/s, v_num=ld_0, val_loss=1.860, train_loss=2.260]
Epoch 1: 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=1.860, train_loss=2.030]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 105.19it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 102.76it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.59it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.48it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.90it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.17it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.44it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.65it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.30it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.87it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.79it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.34it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.68it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.38it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.55it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.28it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.61it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.38it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.79it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.58it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.14it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.94it/s, v_num=ld_0, val_loss=1.860, train_loss=2.030]
Epoch 2: 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=1.610, train_loss=2.030]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.12it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 104.94it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 102.77it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.47it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.25it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.14it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.40it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.74it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.20it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.68it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.25it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.70it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.31it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.80it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.49it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.73it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.46it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.74it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.50it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.74it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.51it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.05it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.86it/s, v_num=ld_0, val_loss=1.610, train_loss=1.750]
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_0, val_loss=1.400, train_loss=1.750]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.01it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 104.52it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 102.34it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.12it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.05it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.94it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.16it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.56it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.02it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.89it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.41it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.19it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.77it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.38it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.06it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.11it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.83it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.20it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.95it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.18it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.96it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.37it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.17it/s, v_num=ld_0, val_loss=1.400, train_loss=1.530]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.35it/s, v_num=ld_0, val_loss=1.320, train_loss=1.530]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.94it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 104.27it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 102.12it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.79it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.70it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.73it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.00it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.85it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.30it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.93it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.49it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.09it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.72it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.31it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.97it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.83it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.55it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.89it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.64it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.80it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.56it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.05it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.85it/s, v_num=ld_0, val_loss=1.320, train_loss=1.520]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.26it/s, v_num=ld_0, val_loss=1.500, train_loss=1.520]
Epoch 5: 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=1.500, train_loss=1.480]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 101.38it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 99.32it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.73it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.65it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.81it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.03it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.10it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.52it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.12it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.69it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.23it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.87it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.56it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.25it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.48it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.18it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.73it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.49it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.88it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.64it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.12it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.93it/s, v_num=ld_0, val_loss=1.500, train_loss=1.480]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.23it/s, v_num=ld_0, val_loss=1.400, train_loss=1.480]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.83it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 105.04it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 102.84it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.95it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.72it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.25it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.52it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.62it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.00it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.64it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.19it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.73it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.32it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.44it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.12it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.21it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.92it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.33it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.05it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.37it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.15it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.60it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.37it/s, v_num=ld_0, val_loss=1.400, train_loss=1.510]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.63it/s, v_num=ld_0, val_loss=1.370, train_loss=1.510]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.23it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 104.72it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 102.55it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.57it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.47it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.93it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.22it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.53it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.86it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.29it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.86it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.53it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.17it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.47it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.13it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.18it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.90it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.23it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.99it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.33it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.09it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.39it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.19it/s, v_num=ld_0, val_loss=1.370, train_loss=1.430]
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_0, val_loss=1.300, train_loss=1.430]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.13it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 105.14it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 102.94it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.25it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.15it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.62it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.89it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.85it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.27it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.27it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.83it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.45it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.09it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.99it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.66it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.65it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.36it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.56it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.30it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.74it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.53it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.23it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.01it/s, v_num=ld_0, val_loss=1.300, train_loss=1.330]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.42it/s, v_num=ld_0, val_loss=1.260, train_loss=1.330]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.03it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 101.54it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 99.49it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.79it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.72it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.40it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.69it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.07it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.53it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.51it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.07it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.58it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.22it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.75it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.44it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.53it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.25it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.29it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.02it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.22it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.99it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.89it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.69it/s, v_num=ld_0, val_loss=1.260, train_loss=1.270]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.12it/s, v_num=ld_0, val_loss=1.270, train_loss=1.270]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.74it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 100.03it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 98.01it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.49it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.44it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.12it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.41it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.74it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.20it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.17it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.68it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.19it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.83it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.41it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.10it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.12it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.82it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.31it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.07it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.45it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.22it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.72it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.52it/s, v_num=ld_0, val_loss=1.270, train_loss=1.230]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.97it/s, v_num=ld_0, val_loss=1.230, train_loss=1.230]
Epoch 11: 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=1.230, train_loss=1.140]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 104.28it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 102.11it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.09it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.00it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.59it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.82it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.45it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.91it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.84it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.36it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.03it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.66it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.64it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.32it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.05it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.77it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.02it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.78it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.00it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.75it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.84it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.64it/s, v_num=ld_0, val_loss=1.230, train_loss=1.140]
Epoch 12: 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=1.280, train_loss=1.140]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.74it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 97.67it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 95.76it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.73it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.70it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.86it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.18it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.53it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.01it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.97it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.51it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.08it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.74it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.11it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.74it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.12it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.85it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.33it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.01it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.44it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.21it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.91it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.72it/s, v_num=ld_0, val_loss=1.280, train_loss=1.240]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.44it/s, v_num=ld_0, val_loss=1.260, train_loss=1.240]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.03it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 98.06it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 96.13it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.47it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.34it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.99it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.25it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.28it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.76it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.97it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.51it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.49it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.14it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.88it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.53it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.84it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.56it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.09it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.86it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.28it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.06it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.55it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.35it/s, v_num=ld_0, val_loss=1.260, train_loss=1.140]
Epoch 14: 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=1.290, train_loss=1.140]
Epoch 14: 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=1.290, train_loss=1.100]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 101.75it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 99.70it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.37it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.31it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.44it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.65it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.15it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.60it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.57it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.09it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.63it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.26it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.90it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.55it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.68it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.40it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.79it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.54it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.24it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.03it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.42it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.20it/s, v_num=ld_0, val_loss=1.290, train_loss=1.100]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.66it/s, v_num=ld_0, val_loss=1.250, train_loss=1.100]
Epoch 15: 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=1.250, train_loss=1.200]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 103.94it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 101.78it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.16it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.89it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.10it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.39it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.41it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.87it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.87it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.44it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.95it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.58it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.94it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.57it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.54it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.26it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.62it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.38it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.59it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.35it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.93it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.73it/s, v_num=ld_0, val_loss=1.250, train_loss=1.200]
Epoch 16: 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=1.360, train_loss=1.200]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.72it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 105.86it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 103.63it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.18it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.95it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.69it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.95it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.88it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.33it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.00it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.53it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 105.02it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.65it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 105.05it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.73it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.57it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.29it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.64it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.39it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.65it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.43it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.80it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.60it/s, v_num=ld_0, val_loss=1.360, train_loss=1.210]
Epoch 17: 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=1.370, train_loss=1.210]
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_0, val_loss=1.370, train_loss=1.120]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 105.21it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 102.99it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.80it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.68it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.46it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.72it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.41it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.85it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.43it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.99it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.52it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.15it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.76it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.45it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.42it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.14it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.48it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.22it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.40it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.18it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.60it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.40it/s, v_num=ld_0, val_loss=1.370, train_loss=1.120]
Epoch 18: 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=1.230, train_loss=1.120]
Epoch 18: 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=1.230, train_loss=1.170]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 104.67it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 102.48it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.36it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.15it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.96it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.23it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.25it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.61it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.99it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.55it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.65it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.29it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.28it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.96it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.84it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.57it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.03it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.77it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.23it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.02it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.49it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.28it/s, v_num=ld_0, val_loss=1.230, train_loss=1.170]
Epoch 19: 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=1.230, train_loss=1.170]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.37it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 105.25it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 103.02it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.89it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.77it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.39it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.58it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.65it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.09it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.84it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.35it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.99it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.62it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.98it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.61it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.58it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.30it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.66it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.42it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.64it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.41it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.61it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.41it/s, v_num=ld_0, val_loss=1.230, train_loss=1.180]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.69it/s, v_num=ld_0, val_loss=1.400, train_loss=1.180]
Epoch 20: 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=1.400, train_loss=1.160]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 96.63it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 94.16it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.16it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.97it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.21it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.52it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.30it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.77it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.82it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.40it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.14it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.78it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.50it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.19it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.32it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.04it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.68it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.44it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.90it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.64it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.10it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.89it/s, v_num=ld_0, val_loss=1.400, train_loss=1.160]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.25it/s, v_num=ld_0, val_loss=1.320, train_loss=1.160]
Epoch 21: 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=1.320, train_loss=1.090]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 104.81it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 102.63it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.72it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.49it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.01it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.29it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.50it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.96it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.87it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.43it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.11it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.75it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.26it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.95it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.99it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.71it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.11it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.79it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.12it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.91it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.38it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.18it/s, v_num=ld_0, val_loss=1.320, train_loss=1.090]
Epoch 22: 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=1.200, train_loss=1.090]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.30it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 103.74it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 101.61it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.66it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.45it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.59it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.86it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.08it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.47it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.47it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.03it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.73it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.33it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.58it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.26it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.10it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.82it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.17it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.90it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.39it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.16it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.64it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.44it/s, v_num=ld_0, val_loss=1.200, train_loss=1.050]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.43it/s, v_num=ld_0, val_loss=1.170, train_loss=1.050]
Epoch 23: 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=1.170, train_loss=0.985]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 98.39it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 96.32it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.73it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.70it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.67it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.99it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.56it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.04it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.55it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.12it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.15it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.80it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.52it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.22it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.61it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.34it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.05it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.82it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.29it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.07it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.60it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.41it/s, v_num=ld_0, val_loss=1.170, train_loss=0.985]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.00it/s, v_num=ld_0, val_loss=1.230, train_loss=0.985]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.60it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 100.31it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 98.29it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.22it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.04it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.45it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.72it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.87it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.27it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.39it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.96it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.52it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.15it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.40it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.05it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.84it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.53it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.72it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.48it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.78it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.56it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.01it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.80it/s, v_num=ld_0, val_loss=1.230, train_loss=0.947]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.41it/s, v_num=ld_0, val_loss=1.150, train_loss=0.947]
Epoch 25: 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=1.150, train_loss=0.979]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 99.81it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 97.82it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.15it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.04it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.94it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.25it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.04it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.45it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.76it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.33it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.23it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.83it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.58it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.27it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.39it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.11it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.36it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.06it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.36it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.12it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.56it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.33it/s, v_num=ld_0, val_loss=1.150, train_loss=0.979]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.75it/s, v_num=ld_0, val_loss=1.180, train_loss=0.979]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.33it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 99.33it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 97.16it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.44it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.31it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.44it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.76it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.05it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.53it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.82it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.36it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.34it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.99it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.64it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.33it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.63it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.32it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.95it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.71it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.19it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.97it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.45it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.25it/s, v_num=ld_0, val_loss=1.180, train_loss=0.880]
Epoch 27: 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=1.320, train_loss=0.880]
Epoch 27: 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=1.320, train_loss=0.887]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 105.30it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 103.09it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.16it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.95it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.48it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.74it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.80it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.18it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.61it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.16it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.69it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.31it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.76it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.44it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.42it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.13it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.06it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.80it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.88it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.66it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.81it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.61it/s, v_num=ld_0, val_loss=1.320, train_loss=0.887]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.77it/s, v_num=ld_0, val_loss=1.270, train_loss=0.887]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.38it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 102.45it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 100.33it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.19it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.12it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.76it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.07it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.95it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.39it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.08it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.65it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.67it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.32it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.61it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.31it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.19it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.92it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.18it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.94it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.04it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.83it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.27it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.08it/s, v_num=ld_0, val_loss=1.270, train_loss=0.944]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.70it/s, v_num=ld_0, val_loss=1.180, train_loss=0.944]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.30it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 97.44it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 95.53it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.53it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.54it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.40it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.75it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.01it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.51it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.61it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.20it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.56it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.22it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.06it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.76it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.15it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.88it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.58it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.33it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.75it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.53it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.15it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.94it/s, v_num=ld_0, val_loss=1.180, train_loss=0.867]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.74it/s, v_num=ld_0, val_loss=1.190, train_loss=0.867]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.35it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 106.02it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 103.80it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.52it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.39it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.80it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.98it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.98it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.42it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 105.20it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.67it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.92it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.55it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.99it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.64it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.76it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.47it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.68it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.43it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.82it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.58it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.07it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.84it/s, v_num=ld_0, val_loss=1.190, train_loss=0.757]
Epoch 31: 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=1.280, train_loss=0.757]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.26it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 99.04it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 96.81it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.30it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.16it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.07it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.36it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.71it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.17it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.05it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.63it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.72it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.37it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.27it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.95it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.22it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.95it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.53it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.30it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.71it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.50it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.12it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.92it/s, v_num=ld_0, val_loss=1.280, train_loss=0.792]
Epoch 32: 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=1.130, train_loss=0.792]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.06it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 104.51it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 102.33it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.17it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.07it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.95it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.10it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.55it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.01it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.09it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.60it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.20it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.83it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.53it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.18it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.33it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.05it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.46it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.21it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.60it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.37it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.97it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.75it/s, v_num=ld_0, val_loss=1.130, train_loss=0.807]
Epoch 33: 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=1.430, train_loss=0.807]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.42it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 105.12it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 102.90it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.49it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.38it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.00it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.26it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.60it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.04it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.70it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.21it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.94it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.56it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.90it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.55it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.40it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.09it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.78it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.51it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.62it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.40it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.90it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.70it/s, v_num=ld_0, val_loss=1.430, train_loss=0.837]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.20it/s, v_num=ld_0, val_loss=1.280, train_loss=0.837]
Epoch 34: 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=1.280, train_loss=0.839]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 105.24it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 102.81it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.78it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.68it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.20it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.48it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.74it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.19it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.84it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.39it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.82it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.44it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.74it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.43it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.01it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.73it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.76it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.52it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.49it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.25it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.86it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.67it/s, v_num=ld_0, val_loss=1.280, train_loss=0.839]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.04it/s, v_num=ld_0, val_loss=1.240, train_loss=0.839]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.64it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 102.48it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 100.39it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.64it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.56it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.47it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.75it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.05it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.49it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.52it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.07it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.68it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.27it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.90it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.59it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.61it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.32it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.73it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.48it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.76it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.54it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 105.03it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.83it/s, v_num=ld_0, val_loss=1.240, train_loss=0.918]
Epoch 36: 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=1.190, train_loss=0.918]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.55it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 104.97it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 102.75it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.13it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.03it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.92it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.18it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.19it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.63it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.09it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.65it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.36it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.99it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.56it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.24it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.24it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.96it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.32it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.05it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.28it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.06it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.60it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.38it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.67it/s, v_num=ld_0, val_loss=1.190, train_loss=0.837]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.27it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 103.73it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 101.38it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.28it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.18it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.20it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.39it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.54it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.99it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.95it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.43it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.37it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.00it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.39it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.07it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.00it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.71it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.93it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.68it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.12it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.90it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.35it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.15it/s, v_num=ld_0, val_loss=1.190, train_loss=0.683]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.40it/s, v_num=ld_0, val_loss=1.350, train_loss=0.683]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.99it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 102.98it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 100.86it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.00it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.87it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.75it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.95it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.15it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.60it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.38it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.89it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.50it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.13it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.75it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.39it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.56it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.27it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.54it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.29it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.68it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.46it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.96it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.71it/s, v_num=ld_0, val_loss=1.350, train_loss=0.699]
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_0, val_loss=1.270, train_loss=0.699]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.47it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 106.30it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 104.04it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.30it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.16it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.64it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.83it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.87it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.31it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.68it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.19it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.63it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.26it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.65it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.33it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.98it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.70it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.93it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.64it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.83it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.61it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.24it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.04it/s, v_num=ld_0, val_loss=1.270, train_loss=0.815]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.19it/s, v_num=ld_0, val_loss=1.210, train_loss=0.815]
Epoch 40: 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=1.210, train_loss=0.743]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 104.14it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 101.75it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.92it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.75it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.65it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.83it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.76it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.21it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.16it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.73it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.67it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.32it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.08it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.74it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.95it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.65it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.34it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.10it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.23it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.02it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.74it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.54it/s, v_num=ld_0, val_loss=1.210, train_loss=0.743]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.42it/s, v_num=ld_0, val_loss=1.190, train_loss=0.743]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.03it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 102.64it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 100.50it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.27it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.93it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.57it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.92it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.96it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.26it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 89.04it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 88.72it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.31it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 91.03it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.44it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 92.19it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.77it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 90.46it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 91.29it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  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=1.190, train_loss=0.753]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 92.20it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42:  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=1.190, train_loss=0.753]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 93.13it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 92.95it/s, v_num=ld_0, val_loss=1.190, train_loss=0.753]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.43it/s, v_num=ld_0, val_loss=1.230, train_loss=0.753]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.09it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 105.11it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 102.74it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.88it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.79it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.37it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.65it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.16it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.63it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.80it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.32it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.69it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.33it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.79it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.49it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.67it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.40it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.67it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.40it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.89it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.67it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.28it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.07it/s, v_num=ld_0, val_loss=1.230, train_loss=0.651]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.53it/s, v_num=ld_0, val_loss=1.420, train_loss=0.651]
Epoch 43: 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=1.420, train_loss=0.626]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 104.52it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 102.19it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.19it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.10it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.35it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.48it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.18it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.63it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.61it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.19it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.56it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.21it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.84it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.50it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.80it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.53it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.11it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.87it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.39it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.15it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.67it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.45it/s, v_num=ld_0, val_loss=1.420, train_loss=0.626]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.97it/s, v_num=ld_0, val_loss=1.370, train_loss=0.626]
Epoch 44: 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=1.370, train_loss=0.690]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 104.12it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 101.92it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.37it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.29it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.47it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.68it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.12it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.57it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.46it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.98it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.66it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.26it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.78it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.46it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.33it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.03it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.12it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.88it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.16it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.91it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.53it/s, v_num=ld_0, val_loss=1.370, train_loss=0.690]
Epoch 45: 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=1.370, train_loss=0.690]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.81it/s, v_num=ld_0, val_loss=1.350, train_loss=0.690]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.22it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 104.08it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:   9%|โ–‰         | 1/11 [00:00<00:00, 101.92it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.19it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.01it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.06it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.25it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.54it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.94it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.73it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.29it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.72it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.31it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.83it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.51it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.38it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.10it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.71it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.44it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.82it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.60it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.93it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.73it/s, v_num=ld_0, val_loss=1.350, train_loss=0.696]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.05it/s, v_num=ld_0, val_loss=1.260, train_loss=0.696]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.66it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 46:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 104.32it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:   9%|โ–‰         | 1/11 [00:00<00:00, 102.14it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.06it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.86it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.75it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.02it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.03it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.43it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.33it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.89it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.53it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.13it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.56it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.25it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.21it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.93it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.16it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.89it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.35it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.10it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.42it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.20it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.40it/s, v_num=ld_0, val_loss=1.260, train_loss=0.629]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.00it/s, v_num=ld_0, val_loss=1.260, train_loss=0.689]
Epoch 47: 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=1.260, train_loss=0.689]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9267776608467102
      Accuracy_val          0.5868263244628906
        val_loss            1.2614428997039795
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 62.78it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 61.66it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 66.11it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.50it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.43it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 67.02it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 68.12it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.77it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.50it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.32it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.37it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.20it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.29it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.14it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.04it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.89it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.31it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.17it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.27it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.14it/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, 83.91it/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, 83.79it/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, 73.97it/s, v_num=ld_1, val_loss=2.270]
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_1, val_loss=2.270, train_loss=2.320]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 102.72it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 100.60it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.22it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.99it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.83it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.12it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.66it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.10it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.32it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.90it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.30it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.97it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.75it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.45it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.93it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.67it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.94it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.71it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.98it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.77it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.62it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.43it/s, v_num=ld_1, val_loss=2.270, train_loss=2.320]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.38it/s, v_num=ld_1, val_loss=2.190, train_loss=2.320]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.01it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 95.16it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 93.13it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.41it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.41it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.33it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.56it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.62it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.88it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.86it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.44it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.35it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.96it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.39it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.08it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.79it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.50it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.09it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.86it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.97it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.75it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.37it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.16it/s, v_num=ld_1, val_loss=2.190, train_loss=2.250]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.61it/s, v_num=ld_1, val_loss=2.020, train_loss=2.250]
Epoch 2: 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=2.020, train_loss=2.140]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 97.69it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 95.52it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.20it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.26it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.17it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.52it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.96it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.46it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.28it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.88it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.78it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.40it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.17it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.88it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.67it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.41it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.88it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.63it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.27it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.06it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.75it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.55it/s, v_num=ld_1, val_loss=2.020, train_loss=2.140]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.55it/s, v_num=ld_1, val_loss=1.810, train_loss=2.140]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.14it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 100.65it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 98.57it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.02it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.90it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.98it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.27it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.44it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.84it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.53it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.04it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.48it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.12it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.39it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.08it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.68it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.41it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.73it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.49it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.91it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.70it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.07it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.86it/s, v_num=ld_1, val_loss=1.810, train_loss=1.970]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.37it/s, v_num=ld_1, val_loss=1.670, train_loss=1.970]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.99it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 102.77it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 100.67it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.39it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.14it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.78it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.07it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.70it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.17it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.14it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.67it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.39it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.96it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.86it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.54it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.95it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.68it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.96it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.70it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.17it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.95it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.26it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.04it/s, v_num=ld_1, val_loss=1.670, train_loss=1.830]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.60it/s, v_num=ld_1, val_loss=1.570, train_loss=1.830]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.22it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 104.06it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 101.69it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.50it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.50it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.37it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.69it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.18it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.61it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.97it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.55it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.52it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.13it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.41it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.10it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.66it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.39it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.84it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.58it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.05it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.83it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.44it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.24it/s, v_num=ld_1, val_loss=1.570, train_loss=1.640]
Epoch 6: 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=1.430, train_loss=1.640]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.39it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 104.25it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 102.08it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.68it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.62it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.56it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.85it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.72it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.09it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.08it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.64it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.21it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.85it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.67it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.35it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.50it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.23it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.49it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.23it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.78it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.53it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.11it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.92it/s, v_num=ld_1, val_loss=1.430, train_loss=1.560]
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=1.660, train_loss=1.560]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.18it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 105.44it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 103.22it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.98it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.91it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.24it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.52it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.41it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.88it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.84it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.41it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.05it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.69it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.92it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.60it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.21it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.94it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.43it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.18it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.14it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.90it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.89it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.68it/s, v_num=ld_1, val_loss=1.660, train_loss=1.440]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.86it/s, v_num=ld_1, val_loss=1.370, train_loss=1.440]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.34it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 98.51it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 96.55it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.23it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.23it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.57it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.89it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.27it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.76it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.93it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.48it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.61it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.26it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.68it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.37it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.05it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.79it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.40it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.17it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.52it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.28it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.81it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.62it/s, v_num=ld_1, val_loss=1.370, train_loss=1.500]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.21it/s, v_num=ld_1, val_loss=1.380, train_loss=1.500]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.81it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 101.50it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 99.36it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.76it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.72it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.96it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.17it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.41it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.87it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.65it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.12it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.68it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.31it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.49it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.17it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.66it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.35it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.76it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.52it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.78it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.56it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.81it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.61it/s, v_num=ld_1, val_loss=1.380, train_loss=1.360]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.97it/s, v_num=ld_1, val_loss=1.320, train_loss=1.360]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.56it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 102.57it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 100.26it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.87it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.68it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.11it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.41it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.45it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.92it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.99it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.52it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.08it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.72it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.73it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.42it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.93it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.63it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.20it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.95it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.35it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.11it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.55it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.35it/s, v_num=ld_1, val_loss=1.320, train_loss=1.340]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.39it/s, v_num=ld_1, val_loss=1.470, train_loss=1.340]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.99it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 103.61it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 101.48it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.66it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.48it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.20it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.48it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.28it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.74it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.56it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.09it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.48it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.12it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.19it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.87it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.36it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.05it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.34it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.10it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.47it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.25it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.53it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.33it/s, v_num=ld_1, val_loss=1.470, train_loss=1.300]
Epoch 12: 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=1.420, train_loss=1.300]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.19it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 103.47it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 101.34it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.41it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.30it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.93it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.15it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.85it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.32it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.50it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.08it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.77it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.41it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.35it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.05it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.78it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.49it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.12it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.88it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.24it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.03it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.36it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.15it/s, v_num=ld_1, val_loss=1.420, train_loss=1.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.82it/s, v_num=ld_1, val_loss=1.340, train_loss=1.280]
Epoch 13: 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=1.340, train_loss=1.230]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 102.79it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 100.70it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.34it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.18it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.59it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.88it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.76it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.22it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.05it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.57it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.42it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.06it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.29it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.97it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.43it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.16it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.63it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.36it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.69it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.45it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.65it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.45it/s, v_num=ld_1, val_loss=1.340, train_loss=1.230]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.98it/s, v_num=ld_1, val_loss=1.270, train_loss=1.230]
Epoch 14: 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=1.270, train_loss=1.150]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 100.50it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 98.25it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.81it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.70it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.76it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.06it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.81it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.29it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.86it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.45it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.19it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.84it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.02it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.71it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.37it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.08it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.66it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.43it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.94it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.71it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.33it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.14it/s, v_num=ld_1, val_loss=1.270, train_loss=1.150]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.51it/s, v_num=ld_1, val_loss=1.310, train_loss=1.150]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.14it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 102.24it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 100.15it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.19it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.02it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.67it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.96it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.84it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.31it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.88it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.45it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.35it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.99it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.28it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.98it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.04it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.78it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.30it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.06it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.62it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.39it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.03it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.84it/s, v_num=ld_1, val_loss=1.310, train_loss=1.120]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.39it/s, v_num=ld_1, val_loss=1.270, train_loss=1.120]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.99it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 100.15it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 97.67it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.89it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.90it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.50it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.49it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.81it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.29it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.47it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.05it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.95it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.56it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.00it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.69it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.03it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.62it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.89it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.66it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.04it/s, v_num=ld_1, val_loss=1.270, train_loss=1.160]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.81it/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, 101.84it/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, 101.53it/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, 87.75it/s, v_num=ld_1, val_loss=1.420, train_loss=1.160]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.35it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 99.99it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 97.96it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.95it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.97it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.87it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.10it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.47it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.96it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.87it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.46it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.21it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.86it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.89it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.41it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.52it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.23it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.63it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.34it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
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_1, val_loss=1.420, train_loss=1.150]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 99.64it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.99it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.80it/s, v_num=ld_1, val_loss=1.420, train_loss=1.150]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.26it/s, v_num=ld_1, val_loss=1.320, train_loss=1.150]
Epoch 18: 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=1.320, train_loss=1.160]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 98.06it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 96.08it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.24it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.22it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.24it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.60it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.79it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 96.29it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.80it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 96.35it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.71it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.36it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.72it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 96.43it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.42it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.17it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.15it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 97.91it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19:  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=1.320, train_loss=1.160]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.36it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.93it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 98.76it/s, v_num=ld_1, val_loss=1.320, train_loss=1.160]
Epoch 19: 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=1.590, train_loss=1.160]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.95it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 100.46it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 98.23it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.08it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.98it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.33it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.64it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.10it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.57it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.19it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.69it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.36it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.00it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.97it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.66it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.28it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.01it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.40it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.16it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.66it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.45it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.96it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.76it/s, v_num=ld_1, val_loss=1.590, train_loss=1.110]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.21it/s, v_num=ld_1, val_loss=1.310, train_loss=1.110]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.82it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 103.60it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 101.46it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.89it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.70it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.52it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.79it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.08it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.48it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.33it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.89it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.41it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.00it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.76it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.42it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.97it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.70it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.14it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.87it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.24it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.02it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.29it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.06it/s, v_num=ld_1, val_loss=1.310, train_loss=1.220]
Epoch 21: 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=1.410, train_loss=1.220]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.84it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 100.45it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 98.40it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.79it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.78it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.26it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.56it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.89it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.36it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.54it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.11it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.00it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.64it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.88it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.57it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.15it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.87it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.11it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.86it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.33it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.12it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.61it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.42it/s, v_num=ld_1, val_loss=1.410, train_loss=1.200]
Epoch 22: 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=1.270, train_loss=1.200]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.36it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 103.58it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 101.09it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.32it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.26it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.73it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.01it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.12it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.53it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.36it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.92it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.51it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.14it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.22it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.87it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.01it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.69it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.94it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.70it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.06it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.81it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.31it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.11it/s, v_num=ld_1, val_loss=1.270, train_loss=1.040]
Epoch 23: 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=1.280, train_loss=1.040]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.04it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 103.08it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 100.82it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.35it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.23it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.49it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.78it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.14it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.64it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.01it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.60it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.92it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.54it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.06it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.76it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.53it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.27it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.89it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.65it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.62it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.41it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.10it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.90it/s, v_num=ld_1, val_loss=1.280, train_loss=0.995]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.70it/s, v_num=ld_1, val_loss=1.290, train_loss=0.995]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.30it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 100.06it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 97.85it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.60it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.58it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.52it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.77it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.51it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.99it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.10it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.63it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.61it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.25it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.24it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.92it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.40it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.13it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.75it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.51it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.89it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.68it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.20it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.00it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.49it/s, v_num=ld_1, val_loss=1.290, train_loss=0.962]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.08it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 103.18it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 101.07it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.30it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.23it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.54it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.83it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.30it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.66it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.23it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.79it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.55it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.18it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.38it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.06it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.46it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.18it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.11it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.86it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.31it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.06it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.20it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.99it/s, v_num=ld_1, val_loss=1.290, train_loss=0.961]
Epoch 26: 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=1.290, train_loss=0.961]
Epoch 26: 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=1.290, train_loss=0.984]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 102.65it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 100.34it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.30it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.14it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.80it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.09it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.62it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.09it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.87it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.38it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.26it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.85it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.60it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.29it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.95it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.66it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.09it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.85it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.31it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.09it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.49it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.29it/s, v_num=ld_1, val_loss=1.290, train_loss=0.984]
Epoch 27: 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=1.270, train_loss=0.984]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.01it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 100.80it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 98.77it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.00it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.99it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.00it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.30it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.75it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.21it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.38it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.96it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.54it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.15it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.26it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.91it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.55it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.21it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.27it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.03it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.56it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.32it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.83it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.64it/s, v_num=ld_1, val_loss=1.270, train_loss=0.933]
Epoch 28: 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=1.560, train_loss=0.933]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.62it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 103.28it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 100.93it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.45it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.30it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.70it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.96it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.27it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.67it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.53it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.10it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.84it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.47it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.55it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.20it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.74it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.46it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.91it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.64it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.98it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.76it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.29it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.07it/s, v_num=ld_1, val_loss=1.560, train_loss=1.000]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.20it/s, v_num=ld_1, val_loss=1.360, train_loss=1.000]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.81it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 104.43it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 101.99it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.27it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.20it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.85it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.12it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.34it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.76it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.03it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.58it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.79it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.43it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.42it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.11it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.70it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.43it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.89it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.62it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.81it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.59it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.49it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.29it/s, v_num=ld_1, val_loss=1.360, train_loss=0.951]
Epoch 30: 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=1.410, train_loss=0.951]
Epoch 30: 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=1.410, train_loss=1.060]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 104.49it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 102.30it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.90it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.83it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.50it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.77it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.11it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.51it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.26it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.82it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.51it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.15it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.11it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.76it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.85it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.55it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.07it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.83it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.20it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.95it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.55it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.36it/s, v_num=ld_1, val_loss=1.410, train_loss=1.060]
Epoch 31: 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=1.330, train_loss=1.060]
Epoch 31: 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=1.330, train_loss=1.000]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.84it/s, v_num=ld_1, val_loss=1.330, train_loss=1.000]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9117584228515625
      Accuracy_val          0.5329341292381287
        val_loss            1.3294514417648315
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 61.45it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 60.21it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 65.01it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 64.39it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 66.30it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 65.85it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 67.24it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 66.91it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.28it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 68.10it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.41it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 72.25it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.66it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.51it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.28it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.14it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.96it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.82it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.78it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.64it/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, 83.44it/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, 83.32it/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, 73.68it/s, v_num=ld_2, val_loss=2.230]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.40it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 99.88it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 97.90it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.11it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.15it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.73it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.10it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.23it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.74it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.54it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.14it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 98.01it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 97.61it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.46it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 98.18it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.48it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 98.23it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.69it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1:  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=2.230, train_loss=2.250]
Epoch 1:  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=2.230, train_loss=2.250]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.93it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.70it/s, v_num=ld_2, val_loss=2.230, train_loss=2.250]
Epoch 1: 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=2.230, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.28it/s, v_num=ld_2, val_loss=1.840, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.89it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 102.37it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 100.09it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.51it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.29it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.88it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.24it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.18it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.67it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.43it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.98it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.90it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.56it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.91it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.62it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.11it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.85it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.58it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.35it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.00it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.79it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.60it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.41it/s, v_num=ld_2, val_loss=1.840, train_loss=1.980]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.30it/s, v_num=ld_2, val_loss=1.690, train_loss=1.980]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.90it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 105.19it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 102.97it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.28it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.20it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.21it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.42it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.90it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.35it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.08it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.59it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.74it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.38it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.77it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.46it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.59it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.32it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.68it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.42it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.50it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.28it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.81it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.60it/s, v_num=ld_2, val_loss=1.690, train_loss=1.720]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.07it/s, v_num=ld_2, val_loss=1.550, train_loss=1.720]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.68it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 104.41it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 102.03it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.30it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.20it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.79it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.07it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.41it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.86it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.53it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.09it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.32it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.95it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.30it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.98it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.76it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.49it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.72it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.48it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.87it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.65it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.07it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.84it/s, v_num=ld_2, val_loss=1.550, train_loss=1.580]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.00it/s, v_num=ld_2, val_loss=1.630, train_loss=1.580]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.57it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 98.61it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 96.45it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.75it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.66it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.71it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.03it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.90it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.39it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.56it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.10it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.08it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.73it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.50it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.17it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.39it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.09it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.44it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.21it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.69it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.48it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.17it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.97it/s, v_num=ld_2, val_loss=1.630, train_loss=1.500]
Epoch 5: 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=1.750, train_loss=1.500]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.18it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 103.28it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 101.19it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.64it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.55it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.52it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.80it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.90it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.35it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.06it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.59it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.97it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.61it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.12it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.78it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.94it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.66it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.53it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.29it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.59it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.37it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.71it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.52it/s, v_num=ld_2, val_loss=1.750, train_loss=1.520]
Epoch 6: 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=1.480, train_loss=1.520]
Epoch 6: 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=1.480, train_loss=1.490]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 104.23it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 102.07it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.71it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.64it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.74it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.89it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.41it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.88it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.14it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.71it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.40it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.00it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.70it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.39it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.56it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.29it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.72it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.48it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.82it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.60it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.71it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.49it/s, v_num=ld_2, val_loss=1.480, train_loss=1.490]
Epoch 7: 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=1.420, train_loss=1.490]
Epoch 7: 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=1.420, train_loss=1.380]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 96.42it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 94.54it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.98it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.01it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.35it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.62it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.22it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.71it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.91it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.50it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.09it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.68it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.44it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.12it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.22it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.95it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.43it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.20it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.60it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.39it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.06it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.87it/s, v_num=ld_2, val_loss=1.420, train_loss=1.380]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.60it/s, v_num=ld_2, val_loss=1.590, train_loss=1.380]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.21it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 102.31it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 100.02it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.08it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.01it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.59it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.88it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.25it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.71it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.70it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.26it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.95it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.59it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.00it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.69it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.81it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.53it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.75it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.48it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.87it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.65it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.98it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.76it/s, v_num=ld_2, val_loss=1.590, train_loss=1.460]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.94it/s, v_num=ld_2, val_loss=1.490, train_loss=1.460]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.55it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 104.62it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 102.45it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.97it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.78it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.35it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.63it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.83it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.27it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.29it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.79it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.29it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.92it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.38it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.06it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.11it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.82it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.29it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.05it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.35it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.13it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.61it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.41it/s, v_num=ld_2, val_loss=1.490, train_loss=1.320]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.74it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.34it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 104.97it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 102.78it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.51it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.45it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.91it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.13it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.33it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.79it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.64it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.20it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.75it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.35it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.58it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.27it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.18it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.89it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.26it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.99it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.16it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.95it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.25it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.05it/s, v_num=ld_2, val_loss=1.460, train_loss=1.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.60it/s, v_num=ld_2, val_loss=1.380, train_loss=1.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.20it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 101.21it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 99.15it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.03it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.98it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.98it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.29it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.71it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.17it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.17it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.74it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.40it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.98it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.32it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.01it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.17it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.89it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.36it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.09it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.49it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.27it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.77it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.54it/s, v_num=ld_2, val_loss=1.380, train_loss=1.240]
Epoch 12: 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=1.500, train_loss=1.240]
Epoch 12: 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=1.500, train_loss=1.280]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 102.80it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 100.46it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.25it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.18it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.40it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.64it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.19it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.66it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.69it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.22it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.19it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.78it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.44it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.09it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.30it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.02it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.38it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.14it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.54it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.33it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.64it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.45it/s, v_num=ld_2, val_loss=1.500, train_loss=1.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.61it/s, v_num=ld_2, val_loss=1.510, train_loss=1.280]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.21it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 105.54it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 103.32it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 104.06it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.95it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 104.32it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.51it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.75it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 104.19it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.91it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.42it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.82it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.44it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.88it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.52it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.45it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.17it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.45it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.21it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.19it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.97it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.47it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.27it/s, v_num=ld_2, val_loss=1.510, train_loss=1.270]
Epoch 14: 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=1.540, train_loss=1.270]
Epoch 14: 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=1.540, train_loss=1.240]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 102.19it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 100.11it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.26it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.15it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.08it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.39it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.09it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.50it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.58it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.16it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.36it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.00it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.66it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.32it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.90it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.62it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.05it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.79it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.97it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.74it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.33it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.14it/s, v_num=ld_2, val_loss=1.540, train_loss=1.240]
Epoch 15: 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=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, 88.47it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 103.87it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 100.25it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.75it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.69it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.72it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.02it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.72it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.11it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.11it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.69it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.00it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.64it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.40it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.09it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.04it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.76it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.28it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.03it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.14it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.92it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.11it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.92it/s, v_num=ld_2, val_loss=1.560, train_loss=1.240]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.48it/s, v_num=ld_2, val_loss=1.370, train_loss=1.240]
Epoch 16: 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=1.370, train_loss=1.180]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 94.83it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 93.02it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.85it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.87it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.65it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.94it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.28it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.74it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.48it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.07it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.31it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.96it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.58it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.23it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.63it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:  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=1.370, train_loss=1.180]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.79it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.56it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.60it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
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_2, val_loss=1.370, train_loss=1.180]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.08it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.89it/s, v_num=ld_2, val_loss=1.370, train_loss=1.180]
Epoch 17: 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=1.340, train_loss=1.180]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.40it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 101.69it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 99.62it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.63it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.85it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.70it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.01it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.91it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.36it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.06it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.66it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.10it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.76it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.33it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 99.91it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.00it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 99.74it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.96it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 99.60it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.86it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 95.58it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.66it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 95.46it/s, v_num=ld_2, val_loss=1.340, train_loss=1.160]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.81it/s, v_num=ld_2, val_loss=1.480, train_loss=1.160]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.47it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 83.81it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 81.76it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.55it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.79it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.77it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 90.20it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 93.41it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 92.97it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 95.24it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 94.87it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.42it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 96.06it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.51it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 97.21it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.91it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 97.63it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.48it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 98.26it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.88it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 98.67it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.39it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 99.19it/s, v_num=ld_2, val_loss=1.480, train_loss=1.220]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.55it/s, v_num=ld_2, val_loss=1.330, train_loss=1.220]
Epoch 19: 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=1.330, train_loss=1.160]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 100.06it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 98.04it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.35it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.32it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.06it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.38it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.74it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.22it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.57it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.15it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.03it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.68it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.27it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.93it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.97it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.68it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.09it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.86it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.29it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.08it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.60it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.41it/s, v_num=ld_2, val_loss=1.330, train_loss=1.160]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.95it/s, v_num=ld_2, val_loss=1.320, train_loss=1.160]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.53it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 102.39it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 100.30it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.76it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.71it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.25it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.55it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.42it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.88it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.88it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.44it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.05it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.69it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.12it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.81it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.64it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.37it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.88it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.62it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.04it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.83it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.15it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.95it/s, v_num=ld_2, val_loss=1.320, train_loss=1.150]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.37it/s, v_num=ld_2, val_loss=1.340, train_loss=1.150]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.96it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 102.89it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 100.75it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.97it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.88it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.30it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.58it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.74it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.03it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.67it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.21it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.81it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.45it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.48it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.16it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.00it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.70it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.33it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.10it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.60it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.39it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.03it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.84it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.16it/s, v_num=ld_2, val_loss=1.340, train_loss=1.110]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.75it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 100.42it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 98.38it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.93it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.90it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.01it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.32it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.89it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.31it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.74it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.27it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.25it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.86it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.53it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 101.23it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.24it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.96it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.46it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.19it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.73it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.52it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.86it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.67it/s, v_num=ld_2, val_loss=1.340, train_loss=1.140]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.34it/s, v_num=ld_2, val_loss=1.290, train_loss=1.140]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.92it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 96.49it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 94.62it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.13it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.15it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.19it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.54it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.34it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.78it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.51it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.06it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.35it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.00it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.85it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.55it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.88it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.59it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.30it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.07it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.54it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.33it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.67it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.45it/s, v_num=ld_2, val_loss=1.290, train_loss=1.130]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.30it/s, v_num=ld_2, val_loss=1.270, train_loss=1.130]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.91it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 103.78it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 101.62it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.16it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.08it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.95it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.17it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.07it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.50it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.02it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.59it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.47it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.11it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.99it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.68it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.82it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.54it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.03it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.75it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.03it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.81it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.38it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.16it/s, v_num=ld_2, val_loss=1.270, train_loss=1.100]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.52it/s, v_num=ld_2, val_loss=1.320, train_loss=1.100]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.12it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 98.11it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 96.00it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.23it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.10it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.83it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.14it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.54it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.02it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.01it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.59it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.45it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.10it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.71it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.37it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.67it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.40it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.88it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.64it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.16it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.95it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.46it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.26it/s, v_num=ld_2, val_loss=1.320, train_loss=1.120]
Epoch 26: 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=1.410, train_loss=1.120]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.16it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 104.25it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 102.09it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.43it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.36it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.33it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.62it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.90it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.36it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.74it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.25it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.09it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.69it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.45it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.14it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.24it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.96it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.61it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.37it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.45it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.23it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.77it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.57it/s, v_num=ld_2, val_loss=1.410, train_loss=1.100]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.92it/s, v_num=ld_2, val_loss=1.340, train_loss=1.100]
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_2, val_loss=1.340, train_loss=1.080]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 104.86it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 102.69it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 103.54it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.32it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.40it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.68it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.64it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.08it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.66it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.18it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.83it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.46it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.09it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.72it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.88it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.60it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.96it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.71it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.85it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.60it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.02it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.82it/s, v_num=ld_2, val_loss=1.340, train_loss=1.080]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.13it/s, v_num=ld_2, val_loss=1.270, train_loss=1.080]
Epoch 28: 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=1.270, train_loss=1.010]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 101.14it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 99.10it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.72it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.56it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.46it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.76it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.23it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.70it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.83it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.36it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.25it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 101.89it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.63it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.33it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.47it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.17it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.75it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.51it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.91it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.69it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.20it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.00it/s, v_num=ld_2, val_loss=1.270, train_loss=1.010]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.28it/s, v_num=ld_2, val_loss=1.330, train_loss=1.010]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.90it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 103.74it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 101.38it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.46it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.21it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.55it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.84it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.21it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.67it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.43it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.00it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.71it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.35it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.03it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.72it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.87it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.55it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.53it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.29it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.68it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.46it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.95it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.75it/s, v_num=ld_2, val_loss=1.330, train_loss=1.050]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.14it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 30: 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=1.230, train_loss=1.050]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 103.12it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 101.00it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.59it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.54it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.88it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.11it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.24it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.71it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.52it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.88it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.47it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.11it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.77it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.46it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.25it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.98it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.27it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.04it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.53it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.32it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.94it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.75it/s, v_num=ld_2, val_loss=1.230, train_loss=1.050]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.32it/s, v_num=ld_2, val_loss=1.270, train_loss=1.050]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.91it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 98.56it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 96.60it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.11it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.13it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.37it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.70it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.47it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.97it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.91it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.46it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.69it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.33it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.90it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.56it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 101.02it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.76it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.49it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.25it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.05it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.82it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.44it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.26it/s, v_num=ld_2, val_loss=1.270, train_loss=0.999]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.86it/s, v_num=ld_2, val_loss=1.350, train_loss=0.999]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.37it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 92.44it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 90.71it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 95.13it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 94.03it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 96.72it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 95.86it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.37it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 97.89it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.14it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 98.74it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.10it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.76it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.52it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.22it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.36it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.10it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.54it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.31it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.61it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.40it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.07it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 100.88it/s, v_num=ld_2, val_loss=1.350, train_loss=0.989]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.70it/s, v_num=ld_2, val_loss=1.260, train_loss=0.989]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.20it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 101.99it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:   9%|โ–‰         | 1/11 [00:00<00:00, 99.91it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.59it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.57it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 98.30it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.65it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.20it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.64it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.93it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.53it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.89it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.54it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.35it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.06it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  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=1.260, train_loss=1.030]
Epoch 34:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.16it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.62it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.39it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.09it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.88it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.55it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.34it/s, v_num=ld_2, val_loss=1.260, train_loss=1.030]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.21it/s, v_num=ld_2, val_loss=1.320, train_loss=1.030]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.83it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 34:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 102.09it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:   9%|โ–‰         | 1/11 [00:00<00:00, 99.75it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.49it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.29it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.37it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.66it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.19it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.66it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.84it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.41it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.16it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.80it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.30it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.99it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.20it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.92it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.44it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.19it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.46it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.24it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.47it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.25it/s, v_num=ld_2, val_loss=1.320, train_loss=1.020]
Epoch 35: 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=1.280, train_loss=1.020]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.32it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 35:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 103.80it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:   9%|โ–‰         | 1/11 [00:00<00:00, 101.43it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.70it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.61it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.40it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.69it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.71it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.11it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 104.06it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.62it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.11it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.71it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.31it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.99it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.07it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.79it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.11it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.87it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.27it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.05it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.53it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.33it/s, v_num=ld_2, val_loss=1.280, train_loss=1.030]
Epoch 36: 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=1.280, train_loss=1.030]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.18it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 36:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 104.53it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:   9%|โ–‰         | 1/11 [00:00<00:00, 102.36it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.72it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.66it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.68it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.96it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.32it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.78it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.69it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.25it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 104.08it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.71it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.27it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.95it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 104.05it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.77it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 104.10it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.86it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 104.24it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.99it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.44it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.24it/s, v_num=ld_2, val_loss=1.280, train_loss=1.010]
Epoch 37: 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=1.290, train_loss=1.010]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.09it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 37:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 103.25it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:   9%|โ–‰         | 1/11 [00:00<00:00, 101.14it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.21it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.12it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 103.02it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.30it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.36it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.80it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.37it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.88it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.45it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.08it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.65it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.34it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.36it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.08it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.45it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.20it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.32it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.10it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.38it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.09it/s, v_num=ld_2, val_loss=1.290, train_loss=0.962]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.28it/s, v_num=ld_2, val_loss=1.440, train_loss=0.962]
Epoch 38: 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=1.440, train_loss=0.930]
Epoch 38:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 99.77it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:   9%|โ–‰         | 1/11 [00:00<00:00, 97.78it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.78it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.76it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.99it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.29it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.26it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.67it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 100.07it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.64it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.39it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 100.01it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.43it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.14it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.60it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  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=1.440, train_loss=0.930]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.69it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.46it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.15it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 100.92it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.39it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.20it/s, v_num=ld_2, val_loss=1.440, train_loss=0.930]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.06it/s, v_num=ld_2, val_loss=1.400, train_loss=0.930]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 87.67it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 39:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 96.47it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:   9%|โ–‰         | 1/11 [00:00<00:00, 94.56it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 97.16it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 96.11it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.86it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 97.15it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 99.05it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 98.32it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.58it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 99.12it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.80it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 99.46it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.47it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 100.15it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.74it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 100.48it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 101.17it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 100.94it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.57it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 101.36it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 102.07it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 101.86it/s, v_num=ld_2, val_loss=1.400, train_loss=0.912]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.64it/s, v_num=ld_2, val_loss=1.350, train_loss=0.912]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.26it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 40:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 103.55it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:   9%|โ–‰         | 1/11 [00:00<00:00, 101.27it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 102.52it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.33it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.97it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.25it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.57it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 103.02it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.84it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.40it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.99it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.63it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.30it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.98it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.79it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.51it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.89it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.65it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.93it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.70it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.99it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.78it/s, v_num=ld_2, val_loss=1.350, train_loss=1.050]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 90.09it/s, v_num=ld_2, val_loss=1.290, train_loss=1.050]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.68it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 41:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 98.09it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:   9%|โ–‰         | 1/11 [00:00<00:00, 95.97it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.20it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.09it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.65it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.97it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.60it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.07it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.12it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.69it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.37it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.02it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.81it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.46it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.47it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.17it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.76it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.52it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.94it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.70it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.29it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.09it/s, v_num=ld_2, val_loss=1.290, train_loss=0.984]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.67it/s, v_num=ld_2, val_loss=1.280, train_loss=0.984]
Epoch 42: 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=1.280, train_loss=0.873]
Epoch 42:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 101.20it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:   9%|โ–‰         | 1/11 [00:00<00:00, 99.17it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 100.10it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.05it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.29it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 99.60it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.20it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 100.68it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.15it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 101.72it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.54it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.19it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.01it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.69it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.82it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.54it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.05it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.78it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.20it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 102.99it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.53it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.34it/s, v_num=ld_2, val_loss=1.280, train_loss=0.873]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.85it/s, v_num=ld_2, val_loss=1.360, train_loss=0.873]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.45it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 43:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 102.42it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:   9%|โ–‰         | 1/11 [00:00<00:00, 100.06it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 101.06it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.88it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 102.12it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 101.42it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.80it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 102.27it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 103.33it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.90it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.80it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 103.40it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 104.07it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.76it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.85it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.57it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.82it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.55it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.80it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.58it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 104.02it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.80it/s, v_num=ld_2, val_loss=1.360, train_loss=0.928]
Epoch 44: 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=1.330, train_loss=0.928]
Epoch 44: 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=1.330, train_loss=0.942]
Epoch 44:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 99.40it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:   9%|โ–‰         | 1/11 [00:00<00:00, 97.41it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 99.54it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 98.51it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.91it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 100.23it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.70it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 101.13it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.47it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 102.04it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.82it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 102.42it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 103.23it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 102.92it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 103.14it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 102.86it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 103.18it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 102.94it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.25it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 103.04it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.63it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 103.44it/s, v_num=ld_2, val_loss=1.330, train_loss=0.942]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.67it/s, v_num=ld_2, val_loss=1.290, train_loss=0.942]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 89.26it/s, v_num=ld_2, val_loss=1.290, train_loss=0.886]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 88.76it/s, v_num=ld_2, val_loss=1.290, train_loss=0.886]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.8994035124778748
      Accuracy_val          0.4819277226924896
        val_loss             1.293906569480896
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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/main/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:310: 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, 46.00it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 45.53it/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, 28.34it/s, v_num=ld_0, val_loss=10.20]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.89it/s, v_num=ld_0, val_loss=10.20, train_loss=121.0]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=10.20, train_loss=121.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=10.20, train_loss=121.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.87it/s, v_num=ld_0, val_loss=10.20, train_loss=121.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.25it/s, v_num=ld_0, val_loss=10.20, train_loss=121.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.68it/s, v_num=ld_0, val_loss=10.20, train_loss=121.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.20it/s, v_num=ld_0, val_loss=10.20, train_loss=66.90]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=10.20, train_loss=66.90]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=10.20, train_loss=66.90]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.36it/s, v_num=ld_0, val_loss=10.20, train_loss=66.90]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.81it/s, v_num=ld_0, val_loss=10.20, train_loss=66.90]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.37it/s, v_num=ld_0, val_loss=8.970, train_loss=66.90]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.86it/s, v_num=ld_0, val_loss=8.970, train_loss=48.40]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=8.970, train_loss=48.40]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=8.970, train_loss=48.40]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.85it/s, v_num=ld_0, val_loss=8.970, train_loss=48.40]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.28it/s, v_num=ld_0, val_loss=8.970, train_loss=48.40]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.62it/s, v_num=ld_0, val_loss=5.780, train_loss=48.40]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.10it/s, v_num=ld_0, val_loss=5.780, train_loss=32.10]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=5.780, train_loss=32.10]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=5.780, train_loss=32.10]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.01it/s, v_num=ld_0, val_loss=5.780, train_loss=32.10]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 49.47it/s, v_num=ld_0, val_loss=5.780, train_loss=32.10]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.78it/s, v_num=ld_0, val_loss=3.580, train_loss=32.10]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.31it/s, v_num=ld_0, val_loss=3.580, train_loss=19.90]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.580, train_loss=19.90]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.580, train_loss=19.90]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 48.21it/s, v_num=ld_0, val_loss=3.580, train_loss=19.90]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 47.68it/s, v_num=ld_0, val_loss=3.580, train_loss=19.90]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 29.61it/s, v_num=ld_0, val_loss=2.520, train_loss=19.90]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 29.17it/s, v_num=ld_0, val_loss=2.520, train_loss=12.10]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.520, train_loss=12.10]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.520, train_loss=12.10]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.85it/s, v_num=ld_0, val_loss=2.520, train_loss=12.10]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.23it/s, v_num=ld_0, val_loss=2.520, train_loss=12.10]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.67it/s, v_num=ld_0, val_loss=2.360, train_loss=12.10]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.17it/s, v_num=ld_0, val_loss=2.360, train_loss=7.080]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=7.080]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=7.080]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 49.96it/s, v_num=ld_0, val_loss=2.360, train_loss=7.080]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 49.43it/s, v_num=ld_0, val_loss=2.360, train_loss=7.080]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.60it/s, v_num=ld_0, val_loss=2.290, train_loss=7.080]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 29.95it/s, v_num=ld_0, val_loss=2.290, train_loss=4.060]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=4.060]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=4.060]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 49.62it/s, v_num=ld_0, val_loss=2.290, train_loss=4.060]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 48.97it/s, v_num=ld_0, val_loss=2.290, train_loss=4.060]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.27it/s, v_num=ld_0, val_loss=2.270, train_loss=4.060]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 29.79it/s, v_num=ld_0, val_loss=2.270, train_loss=3.110]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.270, train_loss=3.110]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.270, train_loss=3.110]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.48it/s, v_num=ld_0, val_loss=2.270, train_loss=3.110]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.81it/s, v_num=ld_0, val_loss=2.270, train_loss=3.110]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.22it/s, v_num=ld_0, val_loss=2.290, train_loss=3.110]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.68it/s, v_num=ld_0, val_loss=2.290, train_loss=2.490]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=2.490]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.290, train_loss=2.490]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.67it/s, v_num=ld_0, val_loss=2.290, train_loss=2.490]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.12it/s, v_num=ld_0, val_loss=2.290, train_loss=2.490]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.28it/s, v_num=ld_0, val_loss=2.300, train_loss=2.490]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.77it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.78it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.18it/s, v_num=ld_0, val_loss=2.300, train_loss=2.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.26it/s, v_num=ld_0, val_loss=2.310, train_loss=2.320]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.75it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/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| 1/1 [00:00<00:00, 52.78it/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| 1/1 [00:00<00:00, 52.14it/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| 1/1 [00:00<00:00, 31.63it/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| 1/1 [00:00<00:00, 31.14it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.82it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.18it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.59it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.06it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.310, train_loss=2.300]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/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| 1/1 [00:00<00:00, 51.25it/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| 1/1 [00:00<00:00, 50.63it/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| 1/1 [00:00<00:00, 31.38it/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, 30.90it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 52.93it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 52.33it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.96it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.42it/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, 54.27it/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, 53.65it/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, 32.28it/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, 31.75it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.300, train_loss=2.310]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, 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, 51.53it/s, v_num=ld_0, 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, 50.93it/s, v_num=ld_0, 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, 31.37it/s, v_num=ld_0, 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, 30.86it/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, 52.98it/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, 52.39it/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, 32.25it/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, 31.71it/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 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, 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, 51.51it/s, v_num=ld_0, 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, 50.93it/s, v_num=ld_0, 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, 31.65it/s, v_num=ld_0, 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, 31.12it/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, 51.78it/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, 51.17it/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, 31.16it/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, 30.63it/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, 49.20it/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, 48.44it/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, 29.80it/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, 29.29it/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, 50.56it/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, 49.93it/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, 30.69it/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, 30.20it/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, 50.00it/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, 49.13it/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, 30.16it/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, 29.67it/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, 29.09it/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           0.5049305558204651
      Accuracy_val           0.113772451877594
        val_loss            2.3026316165924072
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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/main/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:310: 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, 35.49it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 35.06it/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, 21.27it/s, v_num=ld_1, val_loss=13.30]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 20.89it/s, v_num=ld_1, val_loss=13.30, train_loss=108.0]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=13.30, train_loss=108.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=13.30, train_loss=108.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.48it/s, v_num=ld_1, val_loss=13.30, train_loss=108.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.12it/s, v_num=ld_1, val_loss=13.30, train_loss=108.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.51it/s, v_num=ld_1, val_loss=12.00, train_loss=108.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.14it/s, v_num=ld_1, val_loss=12.00, train_loss=74.60]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=12.00, train_loss=74.60]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=12.00, train_loss=74.60]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.75it/s, v_num=ld_1, val_loss=12.00, train_loss=74.60]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.19it/s, v_num=ld_1, val_loss=12.00, train_loss=74.60]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.36it/s, v_num=ld_1, val_loss=10.10, train_loss=74.60]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.86it/s, v_num=ld_1, val_loss=10.10, train_loss=56.20]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=10.10, train_loss=56.20]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=10.10, train_loss=56.20]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.75it/s, v_num=ld_1, val_loss=10.10, train_loss=56.20]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.19it/s, v_num=ld_1, val_loss=10.10, train_loss=56.20]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.62it/s, v_num=ld_1, val_loss=8.150, train_loss=56.20]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.06it/s, v_num=ld_1, val_loss=8.150, train_loss=41.20]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=8.150, train_loss=41.20]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=8.150, train_loss=41.20]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.54it/s, v_num=ld_1, val_loss=8.150, train_loss=41.20]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 49.94it/s, v_num=ld_1, val_loss=8.150, train_loss=41.20]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.83it/s, v_num=ld_1, val_loss=5.610, train_loss=41.20]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.33it/s, v_num=ld_1, val_loss=5.610, train_loss=32.70]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.610, train_loss=32.70]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.610, train_loss=32.70]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.01it/s, v_num=ld_1, val_loss=5.610, train_loss=32.70]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.35it/s, v_num=ld_1, val_loss=5.610, train_loss=32.70]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.23it/s, v_num=ld_1, val_loss=4.310, train_loss=32.70]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 29.44it/s, v_num=ld_1, val_loss=4.310, train_loss=24.60]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.310, train_loss=24.60]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.310, train_loss=24.60]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.80it/s, v_num=ld_1, val_loss=4.310, train_loss=24.60]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.19it/s, v_num=ld_1, val_loss=4.310, train_loss=24.60]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.98it/s, v_num=ld_1, val_loss=3.480, train_loss=24.60]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.48it/s, v_num=ld_1, val_loss=3.480, train_loss=17.30]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.480, train_loss=17.30]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.480, train_loss=17.30]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 52.47it/s, v_num=ld_1, val_loss=3.480, train_loss=17.30]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.89it/s, v_num=ld_1, val_loss=3.480, train_loss=17.30]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.98it/s, v_num=ld_1, val_loss=2.980, train_loss=17.30]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.31it/s, v_num=ld_1, val_loss=2.980, train_loss=13.00]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.980, train_loss=13.00]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.980, train_loss=13.00]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 38.60it/s, v_num=ld_1, val_loss=2.980, train_loss=13.00]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 38.13it/s, v_num=ld_1, val_loss=2.980, train_loss=13.00]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.74it/s, v_num=ld_1, val_loss=2.680, train_loss=13.00]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 23.45it/s, v_num=ld_1, val_loss=2.680, train_loss=10.40]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.680, train_loss=10.40]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.680, train_loss=10.40]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 52.59it/s, v_num=ld_1, val_loss=2.680, train_loss=10.40]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 52.02it/s, v_num=ld_1, val_loss=2.680, train_loss=10.40]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 32.13it/s, v_num=ld_1, val_loss=2.440, train_loss=10.40]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.60it/s, v_num=ld_1, val_loss=2.440, train_loss=6.700]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.440, train_loss=6.700]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.440, train_loss=6.700]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.53it/s, v_num=ld_1, val_loss=2.440, train_loss=6.700]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.94it/s, v_num=ld_1, val_loss=2.440, train_loss=6.700]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.37it/s, v_num=ld_1, val_loss=2.300, train_loss=6.700]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 29.89it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 53.38it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 52.78it/s, v_num=ld_1, val_loss=2.300, train_loss=4.350]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.72it/s, v_num=ld_1, val_loss=2.250, train_loss=4.350]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.18it/s, v_num=ld_1, val_loss=2.250, train_loss=3.480]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.250, train_loss=3.480]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.250, train_loss=3.480]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.09it/s, v_num=ld_1, val_loss=2.250, train_loss=3.480]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.53it/s, v_num=ld_1, val_loss=2.250, train_loss=3.480]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.63it/s, v_num=ld_1, val_loss=2.280, train_loss=3.480]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.14it/s, v_num=ld_1, val_loss=2.280, train_loss=2.700]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.280, train_loss=2.700]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.280, train_loss=2.700]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 52.05it/s, v_num=ld_1, val_loss=2.280, train_loss=2.700]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.47it/s, v_num=ld_1, val_loss=2.280, train_loss=2.700]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.62it/s, v_num=ld_1, val_loss=2.300, train_loss=2.700]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.13it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 53.97it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 53.36it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 32.47it/s, v_num=ld_1, val_loss=2.300, train_loss=2.440]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.95it/s, v_num=ld_1, val_loss=2.300, train_loss=2.340]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.340]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.340]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 53.56it/s, v_num=ld_1, val_loss=2.300, train_loss=2.340]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 52.87it/s, v_num=ld_1, val_loss=2.300, train_loss=2.340]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.57it/s, v_num=ld_1, val_loss=2.300, train_loss=2.340]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.99it/s, v_num=ld_1, val_loss=2.300, train_loss=2.310]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/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 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.89it/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, 51.25it/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, 31.38it/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, 30.86it/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, 52.22it/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, 51.59it/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, 31.61it/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, 31.06it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/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 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 52.33it/s, v_num=ld_1, 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, 51.71it/s, v_num=ld_1, 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, 31.87it/s, v_num=ld_1, 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, 31.38it/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, 51.08it/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, 50.46it/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, 31.24it/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, 30.76it/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, 53.23it/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, 52.62it/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, 32.14it/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, 31.58it/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, 52.16it/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, 51.53it/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, 32.02it/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, 31.50it/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, 51.95it/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, 51.37it/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, 31.77it/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, 31.24it/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, 51.57it/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, 50.93it/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, 31.02it/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, 30.48it/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, 51.72it/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, 51.13it/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, 31.56it/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, 31.04it/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, 50.24it/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, 49.65it/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, 31.20it/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, 30.72it/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 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 53.82it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 53.12it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 32.11it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.59it/s, v_num=ld_1, val_loss=2.300, train_loss=2.300]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.92it/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           0.5345224142074585
      Accuracy_val          0.10179640352725983
        val_loss             2.302316188812256
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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/main/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:310: 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, 34.79it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 34.41it/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, 21.20it/s, v_num=ld_2, val_loss=16.40]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 20.84it/s, v_num=ld_2, val_loss=16.40, train_loss=95.00]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=16.40, train_loss=95.00]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=16.40, train_loss=95.00]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.91it/s, v_num=ld_2, val_loss=16.40, train_loss=95.00]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 40.50it/s, v_num=ld_2, val_loss=16.40, train_loss=95.00]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 27.01it/s, v_num=ld_2, val_loss=9.570, train_loss=95.00]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 26.63it/s, v_num=ld_2, val_loss=9.570, train_loss=71.80]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=9.570, train_loss=71.80]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=9.570, train_loss=71.80]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 52.21it/s, v_num=ld_2, val_loss=9.570, train_loss=71.80]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.59it/s, v_num=ld_2, val_loss=9.570, train_loss=71.80]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.15it/s, v_num=ld_2, val_loss=8.180, train_loss=71.80]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.63it/s, v_num=ld_2, val_loss=8.180, train_loss=49.60]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=8.180, train_loss=49.60]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=8.180, train_loss=49.60]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.58it/s, v_num=ld_2, val_loss=8.180, train_loss=49.60]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.02it/s, v_num=ld_2, val_loss=8.180, train_loss=49.60]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.12it/s, v_num=ld_2, val_loss=8.100, train_loss=49.60]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.65it/s, v_num=ld_2, val_loss=8.100, train_loss=37.60]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=8.100, train_loss=37.60]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=8.100, train_loss=37.60]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.25it/s, v_num=ld_2, val_loss=8.100, train_loss=37.60]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.63it/s, v_num=ld_2, val_loss=8.100, train_loss=37.60]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.32it/s, v_num=ld_2, val_loss=6.750, train_loss=37.60]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.83it/s, v_num=ld_2, val_loss=6.750, train_loss=29.70]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=6.750, train_loss=29.70]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=6.750, train_loss=29.70]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 52.12it/s, v_num=ld_2, val_loss=6.750, train_loss=29.70]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.56it/s, v_num=ld_2, val_loss=6.750, train_loss=29.70]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.88it/s, v_num=ld_2, val_loss=4.460, train_loss=29.70]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.36it/s, v_num=ld_2, val_loss=4.460, train_loss=22.80]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.460, train_loss=22.80]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.460, train_loss=22.80]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.31it/s, v_num=ld_2, val_loss=4.460, train_loss=22.80]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.76it/s, v_num=ld_2, val_loss=4.460, train_loss=22.80]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.29it/s, v_num=ld_2, val_loss=3.000, train_loss=22.80]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.72it/s, v_num=ld_2, val_loss=3.000, train_loss=15.40]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.000, train_loss=15.40]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.000, train_loss=15.40]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 49.40it/s, v_num=ld_2, val_loss=3.000, train_loss=15.40]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 48.87it/s, v_num=ld_2, val_loss=3.000, train_loss=15.40]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.22it/s, v_num=ld_2, val_loss=2.450, train_loss=15.40]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 29.76it/s, v_num=ld_2, val_loss=2.450, train_loss=10.10]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=10.10]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.450, train_loss=10.10]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.36it/s, v_num=ld_2, val_loss=2.450, train_loss=10.10]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.77it/s, v_num=ld_2, val_loss=2.450, train_loss=10.10]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.07it/s, v_num=ld_2, val_loss=2.280, train_loss=10.10]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.53it/s, v_num=ld_2, val_loss=2.280, train_loss=6.520]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=6.520]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=6.520]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.77it/s, v_num=ld_2, val_loss=2.280, train_loss=6.520]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.18it/s, v_num=ld_2, val_loss=2.280, train_loss=6.520]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.71it/s, v_num=ld_2, val_loss=2.190, train_loss=6.520]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.22it/s, v_num=ld_2, val_loss=2.190, train_loss=4.290]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.190, train_loss=4.290]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.190, train_loss=4.290]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 49.90it/s, v_num=ld_2, val_loss=2.190, train_loss=4.290]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 49.29it/s, v_num=ld_2, val_loss=2.190, train_loss=4.290]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.52it/s, v_num=ld_2, val_loss=2.200, train_loss=4.290]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.03it/s, v_num=ld_2, val_loss=2.200, train_loss=2.800]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.200, train_loss=2.800]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.200, train_loss=2.800]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 53.74it/s, v_num=ld_2, val_loss=2.200, train_loss=2.800]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 53.14it/s, v_num=ld_2, val_loss=2.200, train_loss=2.800]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 32.65it/s, v_num=ld_2, val_loss=2.240, train_loss=2.800]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 32.14it/s, v_num=ld_2, val_loss=2.240, train_loss=2.590]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.240, train_loss=2.590]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.240, train_loss=2.590]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 53.00it/s, v_num=ld_2, val_loss=2.240, train_loss=2.590]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 52.41it/s, v_num=ld_2, val_loss=2.240, train_loss=2.590]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.94it/s, v_num=ld_2, val_loss=2.280, train_loss=2.590]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.39it/s, v_num=ld_2, val_loss=2.280, train_loss=2.400]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.400]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.280, train_loss=2.400]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 53.53it/s, v_num=ld_2, val_loss=2.280, train_loss=2.400]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 52.88it/s, v_num=ld_2, val_loss=2.280, train_loss=2.400]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 32.36it/s, v_num=ld_2, val_loss=2.300, train_loss=2.400]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.80it/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 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.360]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 54.39it/s, v_num=ld_2, val_loss=2.300, train_loss=2.360]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 53.79it/s, v_num=ld_2, val_loss=2.300, train_loss=2.360]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 32.57it/s, v_num=ld_2, val_loss=2.300, train_loss=2.360]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 32.04it/s, v_num=ld_2, val_loss=2.300, train_loss=2.360]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.360]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.300, train_loss=2.360]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 53.57it/s, v_num=ld_2, val_loss=2.300, train_loss=2.360]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 52.97it/s, v_num=ld_2, val_loss=2.300, train_loss=2.360]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 32.45it/s, v_num=ld_2, val_loss=2.300, train_loss=2.360]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.92it/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, 51.60it/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, 50.99it/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, 31.52it/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, 31.03it/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, 54.15it/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, 53.45it/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, 32.51it/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, 32.00it/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, 53.34it/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, 52.67it/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, 32.16it/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, 31.63it/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 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, 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, 50.62it/s, v_num=ld_2, 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, 50.04it/s, v_num=ld_2, 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, 31.17it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.66it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 53.00it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 52.38it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.90it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.39it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 51.17it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.56it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.18it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.68it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 49.17it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 48.54it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.27it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 29.80it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 53.01it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 52.37it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 31.41it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.87it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 50.45it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 49.76it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.60it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 30.10it/s, v_num=ld_2, val_loss=2.310, train_loss=2.300]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00, 29.51it/s, v_num=ld_2, val_loss=2.310, 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           0.47479063272476196
      Accuracy_val          0.07228915393352509
        val_loss            2.3066797256469727
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 97.78it/s]
Epoch 0:   8%|โ–Š         | 1/13 [00:00<00:00, 95.53it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.90it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.62it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.31it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 110.43it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 114.02it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 113.34it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 115.76it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 115.21it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 117.10it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 116.64it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 117.83it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 117.43it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 118.79it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 118.44it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 119.44it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 119.13it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 120.23it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 119.94it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 120.85it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 120.60it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 121.46it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 121.22it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 122.70it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 122.48it/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, 416.43it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 414.68it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 411.34it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 441.51it/s]


Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.60it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.24it/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, 124.99it/s]
Epoch 1:   8%|โ–Š         | 1/13 [00:00<00:00, 122.01it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 125.80it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 124.29it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 126.17it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 125.16it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 126.05it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 124.96it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 125.93it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 125.32it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 126.36it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 125.85it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 126.61it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 126.13it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 126.94it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 126.55it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.06it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 126.66it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.04it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 126.73it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.30it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.01it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.25it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 126.96it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.11it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 127.86it/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, 485.06it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 441.00it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.80it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.31it/s]


Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.26it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 114.90it/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, 124.82it/s]
Epoch 2:   8%|โ–Š         | 1/13 [00:00<00:00, 121.92it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.14it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 125.42it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.53it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 126.47it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.32it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 126.52it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.34it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 126.70it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.63it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.10it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.76it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.26it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.37it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 126.93it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.54it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.19it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.60it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.28it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.72it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.43it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.80it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.54it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.75it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.50it/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, 486.01it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.65it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.74it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.03it/s]


Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.72it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.36it/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, 124.08it/s]
Epoch 3:   8%|โ–Š         | 1/13 [00:00<00:00, 121.13it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 124.35it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 122.81it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 124.34it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 123.13it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 124.29it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 123.52it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 125.01it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 124.39it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 125.44it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 124.92it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 124.58it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 124.13it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 124.90it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 124.51it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 125.19it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 124.84it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 125.57it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 125.23it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 125.93it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 125.64it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 126.24it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 125.96it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 127.22it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 126.98it/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, 473.72it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 433.21it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.19it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 447.51it/s]


Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 114.36it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 113.98it/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, 132.10it/s]
Epoch 4:   8%|โ–Š         | 1/13 [00:00<00:00, 128.83it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.34it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.50it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.14it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.03it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.21it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.39it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.98it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.24it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.92it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.36it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.87it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.40it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.78it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.32it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.79it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.42it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.83it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.50it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.81it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.52it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.85it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.58it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.62it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.36it/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, 484.55it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.21it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.29it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.66it/s]


Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.05it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.62it/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, 130.36it/s]
Epoch 5:   8%|โ–Š         | 1/13 [00:00<00:00, 127.17it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.41it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.63it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.50it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.41it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.65it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.84it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.77it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.04it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.61it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.07it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.64it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.17it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.49it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.03it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.94it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.54it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.06it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.73it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.15it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.85it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.19it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.92it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.07it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.77it/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, 489.99it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.59it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.83it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.23it/s]


Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.59it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.21it/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, 126.61it/s]
Epoch 6:   8%|โ–Š         | 1/13 [00:00<00:00, 123.06it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.41it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 126.83it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.84it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.78it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.11it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.22it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.73it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.09it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.15it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.61it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.25it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.79it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.41it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.01it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.07it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.70it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.02it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.68it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.12it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.82it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.83it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.56it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.68it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.40it/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, 467.33it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 418.37it/s]

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


Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.28it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 114.89it/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, 124.87it/s]
Epoch 7:   8%|โ–Š         | 1/13 [00:00<00:00, 121.91it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 126.57it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 125.04it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.92it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 126.75it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.57it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 126.79it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.38it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.74it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.09it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.48it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.64it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.10it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.54it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.10it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.97it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.61it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.27it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.96it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.48it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.18it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.54it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.26it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.39it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.14it/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, 476.52it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 403.45it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 404.74it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 435.16it/s]


Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.71it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.31it/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, 125.27it/s]
Epoch 8:   8%|โ–Š         | 1/13 [00:00<00:00, 122.10it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 121.16it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 119.66it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 120.62it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 119.61it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 122.31it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 121.54it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 121.98it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 121.36it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 122.84it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 122.33it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 123.82it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 123.39it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 124.53it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 124.11it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 125.35it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 124.97it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 125.84it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 125.53it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 125.60it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 125.32it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 125.80it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 125.52it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 126.57it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 126.25it/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, 480.06it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.02it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 409.03it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 439.15it/s]


Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 113.54it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 113.18it/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, 125.30it/s]
Epoch 9:   8%|โ–Š         | 1/13 [00:00<00:00, 122.30it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.16it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 125.60it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.46it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.40it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.25it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.38it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.07it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.32it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.16it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.62it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.70it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.24it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.97it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.52it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.80it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.43it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.81it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.48it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.54it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.24it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.12it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.84it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.57it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.28it/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, 463.77it/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, 400.35it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 430.94it/s]


Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.01it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 114.63it/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, 120.95it/s]
Epoch 10:   8%|โ–Š         | 1/13 [00:00<00:00, 117.89it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 122.16it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 120.56it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 122.91it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 121.82it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 123.63it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 122.79it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 124.00it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 123.32it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 124.11it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 123.35it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 124.66it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 124.23it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 125.21it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 124.83it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 125.48it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 125.14it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 125.81it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 125.50it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 126.03it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 125.71it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 126.25it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 125.99it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 127.13it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 126.87it/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, 478.53it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 433.68it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 411.13it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 440.40it/s]


Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 114.15it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 113.79it/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, 133.36it/s]
Epoch 11:   8%|โ–Š         | 1/13 [00:00<00:00, 130.02it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.77it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.08it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.84it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.51it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.07it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.24it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.00it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.33it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.52it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.91it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.57it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.09it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.66it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.20it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.69it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.29it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.86it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.52it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.90it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.59it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.92it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.64it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.95it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.66it/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, 488.62it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.65it/s]

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

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.25it/s]


Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.06it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.68it/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, 133.21it/s]
Epoch 12:   8%|โ–Š         | 1/13 [00:00<00:00, 129.89it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.17it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.48it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.10it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.97it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.79it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.94it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.66it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.98it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.77it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.20it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.72it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.15it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.78it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.35it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.75it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.32it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.60it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.25it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.55it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.24it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.53it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.24it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.33it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.06it/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, 477.11it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.21it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.75it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.90it/s]


Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.34it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.95it/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, 132.45it/s]
Epoch 13:   8%|โ–Š         | 1/13 [00:00<00:00, 129.12it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.76it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.10it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.40it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.21it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.15it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.33it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.40it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.74it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.38it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.82it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.57it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.10it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.29it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.88it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.30it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.89it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.04it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.71it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.09it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.79it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.21it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.90it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.21it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.91it/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, 479.73it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 433.01it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.81it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 448.78it/s]


Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.58it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.21it/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, 134.73it/s]
Epoch 14:   8%|โ–Š         | 1/13 [00:00<00:00, 131.13it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 134.14it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.24it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.50it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.38it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.63it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.78it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.56it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.88it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.52it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.95it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.40it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.87it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.32it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.89it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.26it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.88it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.99it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.60it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.97it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.66it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.94it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.63it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.87it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.58it/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, 480.67it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 432.89it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.36it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.71it/s]


Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.00it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.61it/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, 132.22it/s]
Epoch 15:   8%|โ–Š         | 1/13 [00:00<00:00, 128.73it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.46it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.79it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.51it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.39it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.13it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.29it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.06it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.27it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.00it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.44it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.02it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.53it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.03it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.61it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.37it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.00it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.93it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.60it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.64it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.33it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.60it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.29it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.40it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.11it/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, 480.50it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 431.98it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.23it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.83it/s]


Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.74it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.36it/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, 129.63it/s]
Epoch 16:   8%|โ–Š         | 1/13 [00:00<00:00, 126.11it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.26it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 126.67it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.08it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.01it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.48it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.67it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.92it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.18it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.96it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.41it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.86it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.29it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.82it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.41it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.76it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.40it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.80it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.47it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.47it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.17it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.58it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.30it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.46it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.20it/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, 417.39it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 394.93it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 393.09it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 422.87it/s]


Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.11it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 114.71it/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, 123.07it/s]
Epoch 17:   8%|โ–Š         | 1/13 [00:00<00:00, 119.87it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 124.65it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 122.99it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 125.90it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 124.88it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 126.98it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 126.19it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.93it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.23it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.55it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.02it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.89it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.44it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.46it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.06it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.77it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.40it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.98it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.60it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.15it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.84it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.32it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.01it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.08it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.82it/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, 476.79it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.41it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.00it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.67it/s]


Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.60it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.22it/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, 128.79it/s]
Epoch 18:   8%|โ–Š         | 1/13 [00:00<00:00, 125.31it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.65it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.05it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.56it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.48it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.37it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.55it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.75it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.08it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.90it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.35it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.18it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.70it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.34it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.92it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.40it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.02it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.51it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.17it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.63it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.32it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.47it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.18it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.36it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.10it/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, 450.47it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 416.70it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 409.67it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 439.72it/s]


Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.10it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.70it/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, 122.62it/s]
Epoch 19:   8%|โ–Š         | 1/13 [00:00<00:00, 119.80it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 124.07it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 122.59it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 126.23it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 125.04it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.87it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.09it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.55it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.84it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.92it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.38it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.44it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.97it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.80it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.39it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.07it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.71it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.25it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.87it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.26it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.96it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.30it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.02it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.09it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.83it/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, 478.26it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 430.07it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 417.22it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 446.63it/s]


Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.42it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.01it/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, 126.66it/s]
Epoch 20:   8%|โ–Š         | 1/13 [00:00<00:00, 123.63it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.83it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.25it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.83it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.75it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.39it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.57it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.65it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.89it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.12it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.56it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.03it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.56it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.37it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.91it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.43it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.06it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.48it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.14it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.43it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.09it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.60it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.32it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.51it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.26it/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, 481.83it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 423.39it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 413.22it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 443.14it/s]


Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.68it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.29it/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, 131.56it/s]
Epoch 21:   8%|โ–Š         | 1/13 [00:00<00:00, 128.38it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.19it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.34it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.96it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.84it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.17it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.33it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.83it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.16it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.02it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.47it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.19it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.71it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.98it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.48it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.82it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.43it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.86it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.53it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.05it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.75it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.84it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.57it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.69it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.42it/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, 485.96it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.82it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.26it/s]

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


Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.15it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.75it/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, 133.38it/s]
Epoch 22:   8%|โ–Š         | 1/13 [00:00<00:00, 130.02it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.79it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.08it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.45it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.31it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.90it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.04it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.77it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.09it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.61it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.99it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.65it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.17it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.73it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.25it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.38it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.97it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.59it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.22it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.50it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.19it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.66it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.37it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.54it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.25it/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, 477.17it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.18it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.14it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.95it/s]


Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.54it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.15it/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, 133.59it/s]
Epoch 23:   8%|โ–Š         | 1/13 [00:00<00:00, 130.25it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.19it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.48it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.19it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.04it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.63it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.76it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.30it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.60it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.82it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.19it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.34it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.85it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.02it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.59it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.00it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.63it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.23it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.84it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.67it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.32it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.70it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.43it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.42it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.17it/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, 485.96it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.77it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.78it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.40it/s]


Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.03it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.65it/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, 131.65it/s]
Epoch 24:   8%|โ–Š         | 1/13 [00:00<00:00, 128.37it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.96it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.09it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.39it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.27it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.67it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.83it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.93it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.26it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.27it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.71it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.32it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.85it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.60it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.19it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.66it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.29it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.82it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.49it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.92it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.62it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.00it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.72it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.59it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.30it/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, 481.72it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 433.99it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.30it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.62it/s]


Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.79it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.40it/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, 132.47it/s]
Epoch 25:   8%|โ–Š         | 1/13 [00:00<00:00, 129.17it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.54it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.87it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.97it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.87it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.60it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.78it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.12it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.46it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.78it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.17it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.37it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.90it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.81it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.40it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.22it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.85it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.36it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.02it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.42it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.11it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.59it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.28it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.49it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.11it/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, 481.00it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 433.45it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.07it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.49it/s]


Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.45it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.05it/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, 132.12it/s]
Epoch 26:   8%|โ–Š         | 1/13 [00:00<00:00, 128.49it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.10it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.48it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.13it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.07it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.24it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.42it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.83it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.11it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.69it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.11it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.49it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.01it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.58it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.17it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.63it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.21it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.60it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.27it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.02it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.71it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.16it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.88it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.90it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.65it/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, 475.28it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 428.32it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 406.69it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 436.59it/s]


Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.21it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.83it/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, 124.88it/s]
Epoch 27:   8%|โ–Š         | 1/13 [00:00<00:00, 121.90it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 125.01it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 123.45it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 125.60it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 124.33it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 125.70it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 124.77it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 126.27it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 125.64it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.14it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 126.61it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.53it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.01it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.34it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 126.87it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.62it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.26it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.30it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 126.97it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.58it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.29it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.63it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.36it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.56it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.32it/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, 396.19it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 393.28it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 425.05it/s]


Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 114.94it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 114.58it/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, 126.98it/s]
Epoch 28:   8%|โ–Š         | 1/13 [00:00<00:00, 123.91it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.91it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 126.34it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.19it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.12it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.52it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.64it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.95it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.31it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.08it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.55it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.20it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.74it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.23it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.79it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.17it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.78it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.97it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.65it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.98it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.68it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.03it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.72it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.87it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.59it/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, 486.69it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 444.92it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 415.83it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 445.79it/s]


Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.25it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.86it/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, 134.90it/s]
Epoch 29:   8%|โ–Š         | 1/13 [00:00<00:00, 131.15it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 134.06it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.36it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 134.14it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.99it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.60it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.75it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.74it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.94it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.71it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.13it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.81it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.30it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.82it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.38it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.63it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.24it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.50it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.16it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.55it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.24it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.56it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.27it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.26it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.00it/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, 481.16it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.09it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.69it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.56it/s]


Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.47it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.08it/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, 127.54it/s]
Epoch 30:   8%|โ–Š         | 1/13 [00:00<00:00, 124.45it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.28it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.67it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.00it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.68it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.39it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.57it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.82it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.14it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.93it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.37it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.80it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.32it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.51it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.09it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.34it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.97it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.35it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.02it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.58it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.28it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.82it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.54it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.85it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.60it/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, 480.61it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.92it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.11it/s]


Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.44it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.05it/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, 134.83it/s]
Epoch 31:   8%|โ–Š         | 1/13 [00:00<00:00, 131.17it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.61it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.92it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.48it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.34it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.37it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.53it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.64it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.96it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.72it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.09it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.76it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.27it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.98it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.52it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.02it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.64it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.14it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.77it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.28it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.96it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.25it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.97it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.09it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.80it/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, 480.23it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 434.91it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.41it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 448.78it/s]


Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.05it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.67it/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, 131.38it/s]
Epoch 32:   8%|โ–Š         | 1/13 [00:00<00:00, 127.85it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.43it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.68it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.28it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.15it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.27it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.42it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.24it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.57it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.52it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.86it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.89it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.38it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.96it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.53it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.02it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.60it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.08it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.74it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.26it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.95it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.27it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.99it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.07it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.81it/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, 482.21it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.86it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.31it/s]

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


Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.32it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.92it/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, 124.65it/s]
Epoch 33:   8%|โ–Š         | 1/13 [00:00<00:00, 121.33it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 126.77it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 125.20it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.18it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.11it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.15it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.20it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.58it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.88it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.18it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.63it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.70it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.19it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.92it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.50it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.49it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.12it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.03it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.70it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.29it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.95it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.33it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.05it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.29it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.03it/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, 466.66it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 423.50it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 413.26it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 436.44it/s]


Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.51it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.14it/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, 122.64it/s]
Epoch 34:   8%|โ–Š         | 1/13 [00:00<00:00, 119.72it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 122.83it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 121.31it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 124.30it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 123.27it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 124.30it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 123.54it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 125.74it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 125.05it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 126.43it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 125.91it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 126.68it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 126.23it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.33it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 126.93it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.72it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.37it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.81it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.49it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.10it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.81it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.36it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.08it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.25it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.87it/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, 440.39it/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, 398.65it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 417.78it/s]


Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 114.68it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 114.32it/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, 127.40it/s]
Epoch 35:   8%|โ–Š         | 1/13 [00:00<00:00, 124.32it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.44it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 126.68it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.49it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 126.45it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.36it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.57it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.35it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.63it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.68it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.14it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.23it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.76it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.39it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.97it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.47it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.09it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.37it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.99it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.09it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.73it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.04it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.76it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.68it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.42it/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, 480.94it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.44it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 446.63it/s]


Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.10it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.72it/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, 131.87it/s]
Epoch 36:   8%|โ–Š         | 1/13 [00:00<00:00, 128.63it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.69it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.00it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.49it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.36it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.39it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.53it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.81it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.06it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.39it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.84it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.41it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.93it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.61it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.15it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.60it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.23it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.65it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.27it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.31it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.00it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.96it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.67it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.74it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.48it/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, 477.77it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 430.25it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 418.37it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 447.44it/s]


Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.16it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.77it/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, 128.70it/s]
Epoch 37:   8%|โ–Š         | 1/13 [00:00<00:00, 125.57it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.31it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 125.75it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.93it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 126.87it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.49it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.68it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.03it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.37it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.00it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.45it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.26it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.73it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.71it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.25it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.85it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.49it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.07it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.74it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.49it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.14it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.88it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.60it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.93it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.64it/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, 485.28it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.20it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.83it/s]


Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.43it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.05it/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, 129.97it/s]
Epoch 38:   8%|โ–Š         | 1/13 [00:00<00:00, 126.79it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.14it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.51it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.81it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.58it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.14it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.29it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.40it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.61it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.59it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.98it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.60it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.12it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.77it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.34it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.77it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.39it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.03it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.65it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.12it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.81it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.26it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.95it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.14it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.86it/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, 481.55it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 419.32it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 447.36it/s]


Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.12it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.73it/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, 130.21it/s]
Epoch 39:   8%|โ–Š         | 1/13 [00:00<00:00, 127.01it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.70it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.05it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.62it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.49it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.60it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.75it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.15it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.48it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.22it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.66it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.75it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.27it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.83it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.41it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.02it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.64it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.23it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.90it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.45it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.10it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.11it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.83it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.06it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.80it/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, 488.79it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.36it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.77it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.14it/s]


Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.30it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.89it/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, 134.19it/s]
Epoch 40:   8%|โ–Š         | 1/13 [00:00<00:00, 130.79it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.48it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.79it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.44it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.29it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.92it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.97it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.17it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.45it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.26it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.63it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.16it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.63it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.49it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.03it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.16it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.76it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.96it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.61it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.12it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.77it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.26it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.98it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.15it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.90it/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, 482.16it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 424.35it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 415.92it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 443.38it/s]


Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.60it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.23it/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, 131.50it/s]
Epoch 41:   8%|โ–Š         | 1/13 [00:00<00:00, 128.24it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.30it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.67it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.26it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.15it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.52it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.68it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.73it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.01it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.50it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.93it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.86it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.38it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.11it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.65it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.22it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.85it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.41it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.05it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.59it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.28it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.79it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.49it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.80it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.51it/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, 480.83it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 422.07it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 413.08it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 440.84it/s]


Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.70it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.31it/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, 132.48it/s]
Epoch 42:   8%|โ–Š         | 1/13 [00:00<00:00, 129.19it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.41it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.76it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.38it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.26it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.89it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.03it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.18it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.40it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.52it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.96it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.14it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.66it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.39it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.97it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.71it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.30it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.76it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.42it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.76it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.42it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.77it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.36it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.11it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.85it/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, 478.31it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 433.50it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.62it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.25it/s]


Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.23it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.84it/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, 131.91it/s]
Epoch 43:   8%|โ–Š         | 1/13 [00:00<00:00, 128.62it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.22it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.58it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.73it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.63it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.54it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.72it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.97it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.25it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.45it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.90it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.17it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.68it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.50it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.08it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.75it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.38it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.82it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.49it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.07it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.76it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.20it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.92it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.40it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.13it/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, 458.85it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 426.90it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 416.89it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 445.93it/s]


Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.51it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.11it/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, 122.48it/s]
Epoch 44:   8%|โ–Š         | 1/13 [00:00<00:00, 119.60it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 124.51it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 123.00it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 125.88it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 124.84it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 125.96it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 125.17it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.07it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 126.44it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.65it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.12it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.19it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.68it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.47it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.07it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.93it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.56it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.70it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.34it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.79it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.49it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.18it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.91it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.94it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.69it/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, 482.05it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 427.79it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 415.39it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 447.40it/s]


Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.51it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.10it/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, 128.90it/s]
Epoch 45:   8%|โ–Š         | 1/13 [00:00<00:00, 125.77it/s]
Epoch 45:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.05it/s]
Epoch 45:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.45it/s]
Epoch 45:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.28it/s]
Epoch 45:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.00it/s]
Epoch 45:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.28it/s]
Epoch 45:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.47it/s]
Epoch 45:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.54it/s]
Epoch 45:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.88it/s]
Epoch 45:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.14it/s]
Epoch 45:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.59it/s]
Epoch 45:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.62it/s]
Epoch 45:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.16it/s]
Epoch 45:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.10it/s]
Epoch 45:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.69it/s]
Epoch 45:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.25it/s]
Epoch 45:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.87it/s]
Epoch 45:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.41it/s]
Epoch 45:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.05it/s]
Epoch 45:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.56it/s]
Epoch 45:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.26it/s]
Epoch 45:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.64it/s]
Epoch 45:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.37it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.52it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.26it/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, 440.30it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 424.05it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 414.36it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 444.24it/s]


Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.99it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.58it/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, 127.93it/s]
Epoch 46:   8%|โ–Š         | 1/13 [00:00<00:00, 124.88it/s]
Epoch 46:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.40it/s]
Epoch 46:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 126.81it/s]
Epoch 46:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.49it/s]
Epoch 46:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 126.31it/s]
Epoch 46:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 126.90it/s]
Epoch 46:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 126.05it/s]
Epoch 46:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.55it/s]
Epoch 46:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 126.92it/s]
Epoch 46:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.04it/s]
Epoch 46:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.51it/s]
Epoch 46:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.21it/s]
Epoch 46:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.75it/s]
Epoch 46:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.38it/s]
Epoch 46:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.98it/s]
Epoch 46:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.99it/s]
Epoch 46:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.63it/s]
Epoch 46:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.12it/s]
Epoch 46:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.81it/s]
Epoch 46:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.37it/s]
Epoch 46:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.07it/s]
Epoch 46:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.91it/s]
Epoch 46:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.64it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.72it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.48it/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, 435.91it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 411.61it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 411.52it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 437.54it/s]


Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.24it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 114.87it/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, 131.94it/s]
Epoch 47:   8%|โ–Š         | 1/13 [00:00<00:00, 128.67it/s]
Epoch 47:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.69it/s]
Epoch 47:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.04it/s]
Epoch 47:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.44it/s]
Epoch 47:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.31it/s]
Epoch 47:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.42it/s]
Epoch 47:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.58it/s]
Epoch 47:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.38it/s]
Epoch 47:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.65it/s]
Epoch 47:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.29it/s]
Epoch 47:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.72it/s]
Epoch 47:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.12it/s]
Epoch 47:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.58it/s]
Epoch 47:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.46it/s]
Epoch 47:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.00it/s]
Epoch 47:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.41it/s]
Epoch 47:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.04it/s]
Epoch 47:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.46it/s]
Epoch 47:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.13it/s]
Epoch 47:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.36it/s]
Epoch 47:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.05it/s]
Epoch 47:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.35it/s]
Epoch 47:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.07it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.98it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.73it/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, 475.01it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 428.51it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.44it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.36it/s]


Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.34it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.92it/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, 129.11it/s]
Epoch 48:   8%|โ–Š         | 1/13 [00:00<00:00, 125.97it/s]
Epoch 48:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.58it/s]
Epoch 48:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.82it/s]
Epoch 48:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.12it/s]
Epoch 48:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.88it/s]
Epoch 48:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.02it/s]
Epoch 48:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.20it/s]
Epoch 48:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.82it/s]
Epoch 48:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.16it/s]
Epoch 48:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.60it/s]
Epoch 48:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.06it/s]
Epoch 48:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.33it/s]
Epoch 48:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.87it/s]
Epoch 48:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.44it/s]
Epoch 48:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.00it/s]
Epoch 48:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.25it/s]
Epoch 48:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.90it/s]
Epoch 48:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.26it/s]
Epoch 48:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.94it/s]
Epoch 48:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.20it/s]
Epoch 48:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.91it/s]
Epoch 48:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.18it/s]
Epoch 48:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.91it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.89it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.65it/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, 475.60it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 427.92it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 416.18it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 444.22it/s]


Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.71it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.32it/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, 126.83it/s]
Epoch 49:   8%|โ–Š         | 1/13 [00:00<00:00, 123.80it/s]
Epoch 49:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 126.51it/s]
Epoch 49:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 124.98it/s]
Epoch 49:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 126.13it/s]
Epoch 49:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 125.11it/s]
Epoch 49:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 125.72it/s]
Epoch 49:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 124.95it/s]
Epoch 49:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 125.59it/s]
Epoch 49:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 124.98it/s]
Epoch 49:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 125.13it/s]
Epoch 49:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 124.62it/s]
Epoch 49:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 124.89it/s]
Epoch 49:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 124.46it/s]
Epoch 49:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 124.58it/s]
Epoch 49:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 124.16it/s]
Epoch 49:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 124.16it/s]
Epoch 49:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 123.83it/s]
Epoch 49:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 123.89it/s]
Epoch 49:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 123.59it/s]
Epoch 49:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 123.72it/s]
Epoch 49:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 123.45it/s]
Epoch 49:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 123.49it/s]
Epoch 49:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 123.22it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 123.79it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 123.57it/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, 495.02it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 444.10it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.19it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.76it/s]


Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.74it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.38it/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, 118.39it/s]
Epoch 50:   8%|โ–Š         | 1/13 [00:00<00:00, 115.76it/s]
Epoch 50:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 118.54it/s]
Epoch 50:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 117.21it/s]
Epoch 50:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 117.72it/s]
Epoch 50:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 116.82it/s]
Epoch 50:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 116.88it/s]
Epoch 50:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 116.14it/s]
Epoch 50:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 115.76it/s]
Epoch 50:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 115.19it/s]
Epoch 50:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 115.56it/s]
Epoch 50:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 115.13it/s]
Epoch 50:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 115.22it/s]
Epoch 50:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 114.86it/s]
Epoch 50:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 114.82it/s]
Epoch 50:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 114.51it/s]
Epoch 50:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 114.48it/s]
Epoch 50:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 114.20it/s]
Epoch 50:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 113.87it/s]
Epoch 50:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 113.61it/s]
Epoch 50:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 113.25it/s]
Epoch 50:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 112.97it/s]
Epoch 50:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 112.57it/s]
Epoch 50:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 112.36it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.79it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.58it/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, 472.23it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.80it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.25it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 448.97it/s]


Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.51it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.15it/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, 105.35it/s]
Epoch 51:   8%|โ–Š         | 1/13 [00:00<00:00, 103.02it/s]
Epoch 51:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 105.51it/s]
Epoch 51:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.42it/s]
Epoch 51:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.09it/s]
Epoch 51:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 104.27it/s]
Epoch 51:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 103.44it/s]
Epoch 51:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.89it/s]
Epoch 51:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.96it/s]
Epoch 51:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.49it/s]
Epoch 51:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.67it/s]
Epoch 51:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.27it/s]
Epoch 51:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.44it/s]
Epoch 51:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.13it/s]
Epoch 51:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.08it/s]
Epoch 51:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.77it/s]
Epoch 51:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.67it/s]
Epoch 51:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.40it/s]
Epoch 51:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.11it/s]
Epoch 51:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 100.90it/s]
Epoch 51:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.10it/s]
Epoch 51:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 100.91it/s]
Epoch 51:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.56it/s]
Epoch 51:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.38it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.97it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.82it/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, 487.65it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 431.18it/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, 433.21it/s]


Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.46it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.23it/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, 101.85it/s]
Epoch 52:   8%|โ–Š         | 1/13 [00:00<00:00, 99.89it/s]
Epoch 52:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 101.43it/s]
Epoch 52:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 100.44it/s]
Epoch 52:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 99.40it/s]
Epoch 52:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 98.69it/s]
Epoch 52:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 98.27it/s]
Epoch 52:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 97.79it/s]
Epoch 52:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 96.97it/s]
Epoch 52:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 96.60it/s]
Epoch 52:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 96.67it/s]
Epoch 52:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 96.36it/s]
Epoch 52:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 96.38it/s]
Epoch 52:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 96.12it/s]
Epoch 52:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 96.25it/s]
Epoch 52:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 96.00it/s]
Epoch 52:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 95.96it/s]
Epoch 52:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 95.73it/s]
Epoch 52:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 96.05it/s]
Epoch 52:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 95.84it/s]
Epoch 52:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 96.06it/s]
Epoch 52:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 95.90it/s]
Epoch 52:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 96.06it/s]
Epoch 52:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 95.91it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.23it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 96.08it/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, 429.72it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 418.76it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 447.27it/s]


Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 88.68it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 88.46it/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, 93.63it/s]
Epoch 53:   8%|โ–Š         | 1/13 [00:00<00:00, 91.97it/s]
Epoch 53:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 94.32it/s]
Epoch 53:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 93.48it/s]
Epoch 53:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 94.29it/s]
Epoch 53:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 93.66it/s]
Epoch 53:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 94.48it/s]
Epoch 53:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 94.05it/s]
Epoch 53:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 93.97it/s]
Epoch 53:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 93.60it/s]
Epoch 53:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 93.00it/s]
Epoch 53:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 92.70it/s]
Epoch 53:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 92.68it/s]
Epoch 53:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 92.43it/s]
Epoch 53:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 92.58it/s]
Epoch 53:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 92.33it/s]
Epoch 53:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 92.28it/s]
Epoch 53:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 92.08it/s]
Epoch 53:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 92.14it/s]
Epoch 53:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 91.97it/s]
Epoch 53:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 91.91it/s]
Epoch 53:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 91.76it/s]
Epoch 53:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 91.89it/s]
Epoch 53:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 91.75it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.17it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.04it/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, 460.86it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 407.06it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 400.27it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 433.82it/s]


Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 85.08it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 84.86it/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, 91.52it/s]
Epoch 54:   8%|โ–Š         | 1/13 [00:00<00:00, 89.93it/s]
Epoch 54:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 91.34it/s]
Epoch 54:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 90.53it/s]
Epoch 54:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 91.32it/s]
Epoch 54:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 90.79it/s]
Epoch 54:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 91.15it/s]
Epoch 54:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 90.75it/s]
Epoch 54:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 91.04it/s]
Epoch 54:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 90.72it/s]
Epoch 54:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 90.88it/s]
Epoch 54:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 90.62it/s]
Epoch 54:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 90.79it/s]
Epoch 54:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 90.56it/s]
Epoch 54:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 90.71it/s]
Epoch 54:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 90.51it/s]
Epoch 54:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 90.69it/s]
Epoch 54:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 90.49it/s]
Epoch 54:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 90.51it/s]
Epoch 54:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 90.35it/s]
Epoch 54:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 90.46it/s]
Epoch 54:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 90.32it/s]
Epoch 54:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 90.24it/s]
Epoch 54:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 90.07it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.42it/s]
Epoch 54: 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, 479.51it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.61it/s]

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

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.23it/s]


Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 83.79it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 83.58it/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, 85.65it/s]
Epoch 55:   8%|โ–Š         | 1/13 [00:00<00:00, 84.27it/s]
Epoch 55:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 87.07it/s]
Epoch 55:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 86.35it/s]
Epoch 55:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 86.17it/s]
Epoch 55:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 85.70it/s]
Epoch 55:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 86.04it/s]
Epoch 55:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 85.65it/s]
Epoch 55:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 85.72it/s]
Epoch 55:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 85.43it/s]
Epoch 55:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 85.87it/s]
Epoch 55:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 85.64it/s]
Epoch 55:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 85.53it/s]
Epoch 55:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 85.32it/s]
Epoch 55:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 85.41it/s]
Epoch 55:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 85.23it/s]
Epoch 55:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 85.32it/s]
Epoch 55:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 85.15it/s]
Epoch 55:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 85.24it/s]
Epoch 55:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 85.10it/s]
Epoch 55:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 85.08it/s]
Epoch 55:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 84.95it/s]
Epoch 55:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 85.06it/s]
Epoch 55:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 84.95it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 85.32it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 85.20it/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, 484.55it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 413.54it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 411.27it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 442.83it/s]


Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 79.30it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 79.12it/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, 83.89it/s]
Epoch 56:   8%|โ–Š         | 1/13 [00:00<00:00, 82.53it/s]
Epoch 56:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 84.37it/s]
Epoch 56:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 83.59it/s]
Epoch 56:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 84.51it/s]
Epoch 56:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 84.05it/s]
Epoch 56:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 84.31it/s]
Epoch 56:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 83.96it/s]
Epoch 56:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 84.09it/s]
Epoch 56:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 83.82it/s]
Epoch 56:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 84.10it/s]
Epoch 56:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 83.87it/s]
Epoch 56:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 84.06it/s]
Epoch 56:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 83.86it/s]
Epoch 56:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 83.75it/s]
Epoch 56:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 83.57it/s]
Epoch 56:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 83.64it/s]
Epoch 56:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 83.49it/s]
Epoch 56:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 83.59it/s]
Epoch 56:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 83.45it/s]
Epoch 56:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 83.43it/s]
Epoch 56:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 83.30it/s]
Epoch 56:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 83.18it/s]
Epoch 56:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 83.07it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 83.24it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 83.14it/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, 473.93it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 432.07it/s]

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

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 448.21it/s]


Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.56it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.39it/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, 83.17it/s]
Epoch 57:   8%|โ–Š         | 1/13 [00:00<00:00, 81.85it/s]
Epoch 57:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 81.97it/s]
Epoch 57:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 81.25it/s]
Epoch 57:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 81.41it/s]
Epoch 57:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 80.98it/s]
Epoch 57:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 81.27it/s]
Epoch 57:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 80.95it/s]
Epoch 57:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 81.41it/s]
Epoch 57:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 81.13it/s]
Epoch 57:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 81.40it/s]
Epoch 57:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 81.19it/s]
Epoch 57:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 81.24it/s]
Epoch 57:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 81.06it/s]
Epoch 57:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 81.15it/s]
Epoch 57:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 80.99it/s]
Epoch 57:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 81.14it/s]
Epoch 57:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 81.00it/s]
Epoch 57:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 81.04it/s]
Epoch 57:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 80.90it/s]
Epoch 57:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 80.92it/s]
Epoch 57:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 80.80it/s]
Epoch 57:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 80.86it/s]
Epoch 57:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 80.74it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 81.14it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 81.05it/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, 483.83it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 426.14it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 417.01it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 435.35it/s]


Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 75.60it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 75.44it/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, 68.29it/s]
Epoch 58:   8%|โ–Š         | 1/13 [00:00<00:00, 67.37it/s]
Epoch 58:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 72.48it/s]
Epoch 58:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 71.97it/s]
Epoch 58:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 74.12it/s]
Epoch 58:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 73.77it/s]
Epoch 58:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 75.25it/s]
Epoch 58:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 74.98it/s]
Epoch 58:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.15it/s]
Epoch 58:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 75.88it/s]
Epoch 58:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.54it/s]
Epoch 58:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.35it/s]
Epoch 58:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.86it/s]
Epoch 58:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.69it/s]
Epoch 58:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 77.01it/s]
Epoch 58:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.86it/s]
Epoch 58:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.04it/s]
Epoch 58:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.90it/s]
Epoch 58:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.15it/s]
Epoch 58:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.03it/s]
Epoch 58:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.38it/s]
Epoch 58:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.27it/s]
Epoch 58:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.53it/s]
Epoch 58:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.43it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.89it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.80it/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, 481.00it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 404.39it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 398.07it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 428.31it/s]


Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.65it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.51it/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, 78.48it/s]
Epoch 59:   8%|โ–Š         | 1/13 [00:00<00:00, 77.30it/s]
Epoch 59:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 78.17it/s]
Epoch 59:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 77.26it/s]
Epoch 59:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 77.96it/s]
Epoch 59:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 77.35it/s]
Epoch 59:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 77.66it/s]
Epoch 59:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 77.37it/s]
Epoch 59:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 77.13it/s]
Epoch 59:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.89it/s]
Epoch 59:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 77.28it/s]
Epoch 59:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 77.08it/s]
Epoch 59:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 77.10it/s]
Epoch 59:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.93it/s]
Epoch 59:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 77.05it/s]
Epoch 59:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.89it/s]
Epoch 59:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.95it/s]
Epoch 59:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.81it/s]
Epoch 59:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 76.80it/s]
Epoch 59:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 76.67it/s]
Epoch 59:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 76.64it/s]
Epoch 59:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 76.53it/s]
Epoch 59:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 76.73it/s]
Epoch 59:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 76.63it/s]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 76.97it/s]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 76.88it/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, 484.22it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 423.37it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 417.39it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 444.68it/s]


Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.04it/s]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 71.90it/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, 75.76it/s]
Epoch 60:   8%|โ–Š         | 1/13 [00:00<00:00, 74.67it/s]
Epoch 60:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.30it/s]
Epoch 60:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 75.74it/s]
Epoch 60:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 76.09it/s]
Epoch 60:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 75.72it/s]
Epoch 60:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.24it/s]
Epoch 60:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 75.96it/s]
Epoch 60:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.27it/s]
Epoch 60:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.04it/s]
Epoch 60:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.57it/s]
Epoch 60:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.38it/s]
Epoch 60:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.80it/s]
Epoch 60:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.64it/s]
Epoch 60:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.79it/s]
Epoch 60:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.64it/s]
Epoch 60:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.89it/s]
Epoch 60:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.74it/s]
Epoch 60:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 76.90it/s]
Epoch 60:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 76.77it/s]
Epoch 60:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.07it/s]
Epoch 60:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 76.96it/s]
Epoch 60:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.18it/s]
Epoch 60:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.09it/s]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.49it/s]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.39it/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, 470.85it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 426.81it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.90it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 448.06it/s]


Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.51it/s]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.37it/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, 76.65it/s]
Epoch 61:   8%|โ–Š         | 1/13 [00:00<00:00, 75.42it/s]
Epoch 61:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.68it/s]
Epoch 61:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.06it/s]
Epoch 61:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 76.89it/s]
Epoch 61:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 76.47it/s]
Epoch 61:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.85it/s]
Epoch 61:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.54it/s]
Epoch 61:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 77.05it/s]
Epoch 61:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.77it/s]
Epoch 61:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.96it/s]
Epoch 61:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.75it/s]
Epoch 61:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 77.02it/s]
Epoch 61:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.86it/s]
Epoch 61:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 77.10it/s]
Epoch 61:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.95it/s]
Epoch 61:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.21it/s]
Epoch 61:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.08it/s]
Epoch 61:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.16it/s]
Epoch 61:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.05it/s]
Epoch 61:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.00it/s]
Epoch 61:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 76.89it/s]
Epoch 61:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 76.95it/s]
Epoch 61:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 76.84it/s]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.28it/s]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.20it/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, 475.11it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.52it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.92it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.52it/s]


Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.40it/s]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.26it/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, 77.52it/s]
Epoch 62:   8%|โ–Š         | 1/13 [00:00<00:00, 76.37it/s]
Epoch 62:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 77.31it/s]
Epoch 62:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.74it/s]
Epoch 62:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 77.65it/s]
Epoch 62:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 77.27it/s]
Epoch 62:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 77.33it/s]
Epoch 62:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.99it/s]
Epoch 62:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 77.24it/s]
Epoch 62:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.98it/s]
Epoch 62:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 77.13it/s]
Epoch 62:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.91it/s]
Epoch 62:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 77.10it/s]
Epoch 62:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.91it/s]
Epoch 62:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 77.12it/s]
Epoch 62:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.96it/s]
Epoch 62:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.14it/s]
Epoch 62:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.99it/s]
Epoch 62:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.11it/s]
Epoch 62:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 76.98it/s]
Epoch 62:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.13it/s]
Epoch 62:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.02it/s]
Epoch 62:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.17it/s]
Epoch 62:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.07it/s]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.42it/s]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.33it/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, 472.76it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 409.20it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 408.56it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 439.95it/s]


Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.42it/s]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.27it/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, 77.63it/s]
Epoch 63:   8%|โ–Š         | 1/13 [00:00<00:00, 76.49it/s]
Epoch 63:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 77.71it/s]
Epoch 63:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 77.13it/s]
Epoch 63:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 77.28it/s]
Epoch 63:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 76.89it/s]
Epoch 63:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 77.07it/s]
Epoch 63:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.78it/s]
Epoch 63:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 77.17it/s]
Epoch 63:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.94it/s]
Epoch 63:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 77.27it/s]
Epoch 63:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 77.07it/s]
Epoch 63:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 77.26it/s]
Epoch 63:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 77.07it/s]
Epoch 63:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 77.26it/s]
Epoch 63:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 77.10it/s]
Epoch 63:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.07it/s]
Epoch 63:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.94it/s]
Epoch 63:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.23it/s]
Epoch 63:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.11it/s]
Epoch 63:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.19it/s]
Epoch 63:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.08it/s]
Epoch 63:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.26it/s]
Epoch 63:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.16it/s]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.52it/s]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.43it/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, 476.73it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 434.04it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.51it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.30it/s]


Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.58it/s]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.44it/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, 76.34it/s]
Epoch 64:   8%|โ–Š         | 1/13 [00:00<00:00, 75.23it/s]
Epoch 64:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.28it/s]
Epoch 64:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 75.72it/s]
Epoch 64:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 76.41it/s]
Epoch 64:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 76.03it/s]
Epoch 64:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.84it/s]
Epoch 64:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.55it/s]
Epoch 64:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 77.18it/s]
Epoch 64:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.93it/s]
Epoch 64:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 77.54it/s]
Epoch 64:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 77.34it/s]
Epoch 64:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 77.60it/s]
Epoch 64:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 77.43it/s]
Epoch 64:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 77.67it/s]
Epoch 64:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 77.53it/s]
Epoch 64:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.81it/s]
Epoch 64:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.66it/s]
Epoch 64:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.95it/s]
Epoch 64:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.84it/s]
Epoch 64:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.96it/s]
Epoch 64:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.85it/s]
Epoch 64:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 78.05it/s]
Epoch 64:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.94it/s]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 78.32it/s]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 78.23it/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, 479.57it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.14it/s]

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

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.24it/s]


Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.30it/s]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.16it/s]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.99it/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, 438.46it/s]
Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.39it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 458.24it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 434.41it/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           0.025917762890458107
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 108.11it/s]
Epoch 0:   8%|โ–Š         | 1/13 [00:00<00:00, 105.74it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 114.46it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 113.15it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 116.05it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 115.04it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 118.34it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 117.57it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 119.86it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 119.30it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 121.18it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 120.71it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 122.40it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 121.99it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 123.25it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 122.85it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 123.86it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 123.51it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 124.40it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 124.10it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 124.77it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 124.49it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 125.03it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 124.78it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 126.09it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 125.86it/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, 427.25it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 414.17it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 413.01it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 441.35it/s]


Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 113.38it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 113.01it/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, 129.67it/s]
Epoch 1:   8%|โ–Š         | 1/13 [00:00<00:00, 126.58it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.36it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.61it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.19it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.07it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.35it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.55it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.87it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.21it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.47it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 126.91it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.50it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.06it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.54it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.15it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.69it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.29it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.81it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.50it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.93it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.65it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.01it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.75it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.91it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.67it/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, 486.92it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.82it/s]

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

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.55it/s]


Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.89it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.53it/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, 130.28it/s]
Epoch 2:   8%|โ–Š         | 1/13 [00:00<00:00, 127.11it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.96it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.35it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.37it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.31it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.43it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.64it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.19it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.56it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.11it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.57it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.98it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.53it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.56it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.17it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.34it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 126.99it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.34it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 126.99it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.12it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 126.80it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.21it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 126.95it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.10it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 127.83it/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, 477.11it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.05it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.50it/s]

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


Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.28it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 114.91it/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, 131.08it/s]
Epoch 3:   8%|โ–Š         | 1/13 [00:00<00:00, 127.87it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.46it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.88it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.17it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.99it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.09it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.28it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.11it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.46it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.09it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.50it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.96it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.49it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.85it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.45it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.75it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.39it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.73it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.38it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.71it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.41it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.73it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.46it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.37it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.12it/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, 487.54it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.12it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.98it/s]


Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.21it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.81it/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, 131.19it/s]
Epoch 4:   8%|โ–Š         | 1/13 [00:00<00:00, 127.98it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.33it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.55it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.44it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.35it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.06it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.25it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.87it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.22it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.59it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.94it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.07it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.58it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.37it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 126.96it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.25it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 126.90it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.16it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 126.84it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.36it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.05it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.39it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.13it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.27it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 127.99it/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, 475.17it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 427.82it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.79it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 447.98it/s]


Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.20it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 114.84it/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, 125.69it/s]
Epoch 5:   8%|โ–Š         | 1/13 [00:00<00:00, 122.72it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.41it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 125.86it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.25it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.21it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.51it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.40it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.39it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.76it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.95it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.42it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.29it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.83it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.43it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.98it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.63it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.27it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.55it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.23it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.70it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.31it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.39it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.09it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.32it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.05it/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, 480.17it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.12it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.63it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.53it/s]


Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.04it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.66it/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, 127.25it/s]
Epoch 6:   8%|โ–Š         | 1/13 [00:00<00:00, 124.18it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 125.38it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 123.71it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 126.81it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 125.77it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.41it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 126.63it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.14it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 126.51it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.06it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 126.54it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.55it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.05it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.84it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.45it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.21it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.86it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.49it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.15it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.60it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.31it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.66it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.39it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.56it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.32it/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, 491.77it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.38it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.04it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 445.02it/s]


Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.25it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.86it/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, 129.73it/s]
Epoch 7:   8%|โ–Š         | 1/13 [00:00<00:00, 126.58it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.45it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.69it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.06it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.99it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.35it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.55it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.64it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.98it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.95it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.40it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.94it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.40it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.94it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.52it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.30it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.93it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.38it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.05it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.62it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.32it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.46it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.19it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.82it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.54it/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, 474.25it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 422.94it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 416.78it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 447.01it/s]


Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.35it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.97it/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, 129.42it/s]
Epoch 8:   8%|โ–Š         | 1/13 [00:00<00:00, 126.29it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.64it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 126.98it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.31it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.25it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.35it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.56it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.96it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.33it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.43it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.90it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.19it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.73it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.46it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.03it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.31it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.95it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.38it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.06it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.24it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.95it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.20it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.89it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.85it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.61it/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, 486.92it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 427.71it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.99it/s]

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


Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.62it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.26it/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, 128.95it/s]
Epoch 9:   8%|โ–Š         | 1/13 [00:00<00:00, 125.50it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.75it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.19it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.82it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.76it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.78it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.00it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.15it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.44it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.06it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.51it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.52it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.06it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.82it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.43it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.77it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.41it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.70it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.35it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.79it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.50it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.81it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.55it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.50it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.25it/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, 479.51it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 415.77it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 413.56it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 443.21it/s]


Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.09it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.73it/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, 131.88it/s]
Epoch 10:   8%|โ–Š         | 1/13 [00:00<00:00, 128.60it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.24it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.62it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.32it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.23it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.44it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.63it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.75it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.09it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.02it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.47it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.09it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.53it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.04it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.62it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.04it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.66it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.96it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.62it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.93it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.63it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.75it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.43it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.46it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.17it/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, 476.79it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.11it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.95it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.29it/s]


Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.71it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.33it/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, 128.82it/s]
Epoch 11:   8%|โ–Š         | 1/13 [00:00<00:00, 125.38it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.03it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.44it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.42it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.34it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.72it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.80it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.66it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.00it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.99it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.38it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.96it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.49it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.14it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.73it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.21it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.84it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.29it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.96it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.38it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.04it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.41it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.14it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.20it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.94it/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, 488.73it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.66it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 457.21it/s]


Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.64it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.24it/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, 133.93it/s]
Epoch 12:   8%|โ–Š         | 1/13 [00:00<00:00, 130.08it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.00it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.32it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.65it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.53it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.12it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.16it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.65it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.97it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.29it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.74it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.62it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.10it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.75it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.35it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.99it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.63it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.80it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.42it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.98it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.68it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.17it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.86it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.02it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.74it/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, 483.77it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.13it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.64it/s]


Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.44it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.06it/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, 134.31it/s]
Epoch 13:   8%|โ–Š         | 1/13 [00:00<00:00, 130.95it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.54it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.69it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.96it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.84it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.80it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.87it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.08it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.37it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.43it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.87it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.06it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.50it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.54it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.11it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.52it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.14it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.09it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.76it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.91it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.58it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.88it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.61it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.88it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.63it/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, 489.99it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 443.96it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.77it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.82it/s]


Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.32it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.90it/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, 135.31it/s]
Epoch 14:   8%|โ–Š         | 1/13 [00:00<00:00, 131.31it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.01it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.34it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.41it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.16it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.05it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.21it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.06it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.38it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.06it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.49it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.97it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.48it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.30it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.65it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.63it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.22it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.70it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.37it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.77it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.43it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.70it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.43it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.54it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.29it/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, 488.33it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.35it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.28it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.78it/s]


Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.95it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.53it/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, 130.90it/s]
Epoch 15:   8%|โ–Š         | 1/13 [00:00<00:00, 127.67it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.85it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.23it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.51it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.44it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.47it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.67it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.12it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.39it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.36it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.80it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.58it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.11it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.84it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.43it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.74it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.37it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.86it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.50it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.07it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.77it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.22it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.91it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.00it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.74it/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, 475.28it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.68it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.85it/s]


Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.56it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.18it/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, 132.52it/s]
Epoch 16:   8%|โ–Š         | 1/13 [00:00<00:00, 129.20it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.53it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.72it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.88it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.79it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.86it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.04it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.27it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.50it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.38it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.82it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.55it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.03it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.65it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.24it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.96it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.55it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.99it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.65it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.06it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.76it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.16it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.88it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.02it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.76it/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, 492.75it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 442.51it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.00it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 458.12it/s]


Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.39it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.99it/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, 126.56it/s]
Epoch 17:   8%|โ–Š         | 1/13 [00:00<00:00, 123.35it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.35it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 126.58it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.44it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.36it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.49it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.66it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.97it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.27it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.29it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.74it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.50it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.03it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.93it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.51it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.84it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.44it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.80it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.46it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.92it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.62it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.91it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.63it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.73it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.47it/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, 472.70it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.66it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.86it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.85it/s]


Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.95it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.53it/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, 129.84it/s]
Epoch 18:   8%|โ–Š         | 1/13 [00:00<00:00, 126.66it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.10it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 126.51it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.32it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.25it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.49it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.66it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.17it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.39it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.45it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.91it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.85it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.32it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.02it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.61it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.24it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.87it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.37it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.03it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.48it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.18it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.56it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.28it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.56it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.30it/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, 492.93it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 441.90it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.19it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.65it/s]


Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.76it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.35it/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, 130.47it/s]
Epoch 19:   8%|โ–Š         | 1/13 [00:00<00:00, 127.26it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.17it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.36it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.62it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.52it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.96it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.03it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.93it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.23it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.91it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.35it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.95it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.47it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.04it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.63it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.13it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.74it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.86it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.52it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.04it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.74it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.23it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.95it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.04it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.79it/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, 484.72it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 442.97it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 430.48it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 459.74it/s]


Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.49it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.10it/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, 131.53it/s]
Epoch 20:   8%|โ–Š         | 1/13 [00:00<00:00, 128.07it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.21it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.55it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.05it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.82it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.67it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.85it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.67it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.02it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.00it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.39it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.10it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.61it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.74it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.29it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.20it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 126.79it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.70it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.38it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.18it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.86it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.43it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.16it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.50it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.25it/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, 489.30it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.34it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.94it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.05it/s]


Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.32it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.93it/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, 134.74it/s]
Epoch 21:   8%|โ–Š         | 1/13 [00:00<00:00, 131.30it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.95it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.24it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.68it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.53it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.01it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.16it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.16it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.47it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.15it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.54it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.17it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.67it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.93it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.50it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.92it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.54it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.96it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.59it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.05it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.74it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.16it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.88it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.93it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.67it/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, 494.73it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 445.68it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 431.31it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 459.12it/s]


Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 120.09it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.66it/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, 131.55it/s]
Epoch 22:   8%|โ–Š         | 1/13 [00:00<00:00, 128.32it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.67it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.02it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.48it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.39it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.89it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.97it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.91it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.24it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.29it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.67it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.96it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.48it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.03it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.60it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.07it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.67it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.08it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.74it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.05it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.69it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.91it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.63it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.76it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.50it/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, 487.37it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.47it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.90it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.00it/s]


Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.00it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.59it/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, 133.30it/s]
Epoch 23:   8%|โ–Š         | 1/13 [00:00<00:00, 129.94it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.45it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.78it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.90it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.78it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.15it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.31it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.52it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.85it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.48it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.86it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.58it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.11it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.75it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.29it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.89it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.51it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.87it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.49it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.97it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.66it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.83it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.51it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.21it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.94it/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, 481.94it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 434.64it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 419.50it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.65it/s]


Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.22it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.83it/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, 133.55it/s]
Epoch 24:   8%|โ–Š         | 1/13 [00:00<00:00, 129.87it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 134.04it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.34it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.65it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.39it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.62it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.78it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.81it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.06it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.52it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.96it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.15it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.67it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.33it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.87it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.37it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.99it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.45it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.08it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.65it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.34it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.72it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.44it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.18it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.88it/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, 477.11it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 431.18it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.09it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 448.73it/s]


Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.25it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.87it/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, 135.26it/s]
Epoch 25:   8%|โ–Š         | 1/13 [00:00<00:00, 131.79it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.25it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.61it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.20it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.00it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.54it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.70it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.40it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.65it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.57it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.02it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.93it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.45it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.91it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.46it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.78it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.36it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.72it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.38it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.58it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.20it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.40it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.10it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.35it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.09it/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, 488.22it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 444.17it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 431.59it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 448.46it/s]


Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.25it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.86it/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, 131.97it/s]
Epoch 26:   8%|โ–Š         | 1/13 [00:00<00:00, 128.70it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.95it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.12it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.03it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.93it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.53it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.70it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.67it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.99it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.69it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.11it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.92it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.45it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.13it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.69it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.00it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.63it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.47it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.89it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.61it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.24it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.35it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.03it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.30it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.05it/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, 484.44it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 418.47it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 400.64it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 432.36it/s]


Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.18it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.79it/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, 131.64it/s]
Epoch 27:   8%|โ–Š         | 1/13 [00:00<00:00, 128.32it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.12it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.34it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.82it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.33it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.77it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.99it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.29it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.65it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.40it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.81it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.46it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.99it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.77it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.36it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.19it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.83it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.06it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.73it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.97it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.67it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.96it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.69it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.63it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.35it/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, 491.42it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 433.12it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 410.94it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 441.10it/s]


Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.09it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.72it/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, 131.40it/s]
Epoch 28:   8%|โ–Š         | 1/13 [00:00<00:00, 128.15it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.83it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.23it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.05it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.97it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.82it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.98it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.39it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.64it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.55it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.99it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.69it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.15it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.80it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.32it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.82it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.45it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.98it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.61it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.09it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.78it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.29it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.98it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.28it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.99it/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, 489.93it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.07it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.80it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.82it/s]


Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.49it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.08it/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, 133.23it/s]
Epoch 29:   8%|โ–Š         | 1/13 [00:00<00:00, 129.91it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.39it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.74it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.98it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.85it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.29it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.45it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.07it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.37it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.05it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.47it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.00it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.52it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.93it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.41it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.71it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.33it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.71it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.37it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.66it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.35it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.83it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.55it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.76it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.47it/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, 489.02it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 447.18it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.60it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.50it/s]


Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.91it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.51it/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, 133.34it/s]
Epoch 30:   8%|โ–Š         | 1/13 [00:00<00:00, 129.75it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.85it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.89it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.05it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.92it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.92it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.98it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.10it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.41it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.32it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.74it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.28it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.80it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.33it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.90it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.37it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.99it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.56it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.14it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.47it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.16it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.57it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.28it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 134.38it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 134.12it/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, 488.56it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.09it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 457.38it/s]


Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 120.46it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 120.04it/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, 135.20it/s]
Epoch 31:   8%|โ–Š         | 1/13 [00:00<00:00, 131.78it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 134.80it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.08it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 134.49it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.26it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 134.33it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.47it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.97it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.28it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 134.15it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.57it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.82it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.33it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.80it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.37it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.75it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.36it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.69it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.34it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.32it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.98it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.27it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.99it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.99it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.73it/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, 477.49it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 434.15it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.93it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.12it/s]


Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.90it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.48it/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, 130.85it/s]
Epoch 32:   8%|โ–Š         | 1/13 [00:00<00:00, 127.63it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.22it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.56it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.07it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.96it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.29it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.45it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.24it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.55it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.34it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.77it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.36it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.88it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.24it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.81it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.48it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.06it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.66it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.32it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.30it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.98it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.35it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.06it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.13it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.87it/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, 484.05it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 441.06it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.60it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.78it/s]


Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.34it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.96it/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, 134.02it/s]
Epoch 33:   8%|โ–Š         | 1/13 [00:00<00:00, 129.95it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.56it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.90it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.56it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.32it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.98it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.16it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.20it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.54it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.52it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.98it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.79it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.31it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.11it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.70it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.82it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.45it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.19it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.86it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.38it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.05it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.25it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.97it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.15it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.88it/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, 487.37it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.91it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.98it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.61it/s]


Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.46it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.06it/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, 124.49it/s]
Epoch 34:   8%|โ–Š         | 1/13 [00:00<00:00, 121.53it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 125.37it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 123.87it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.03it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 125.99it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.90it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.01it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.20it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.57it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.14it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.61it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.59it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.13it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.07it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.66it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.42it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.03it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.84it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.50it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.00it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.70it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.18it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.91it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.20it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.93it/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, 483.60it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 425.71it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 415.57it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 448.91it/s]


Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.54it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.17it/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, 129.03it/s]
Epoch 35:   8%|โ–Š         | 1/13 [00:00<00:00, 125.95it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.62it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.99it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.86it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.75it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.29it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.42it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.34it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.66it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.60it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.97it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.42it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.93it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.37it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.94it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.23it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.86it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.49it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.11it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.47it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.17it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.57it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.25it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 134.54it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 134.23it/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, 488.62it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.15it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.26it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.57it/s]


Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 120.48it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 120.07it/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, 134.61it/s]
Epoch 36:   8%|โ–Š         | 1/13 [00:00<00:00, 131.24it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.73it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.05it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.42it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.28it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.54it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.69it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.62it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.94it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.84it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.22it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.08it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.60it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.15it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.72it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.28it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.90it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.42it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.08it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.49it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.18it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.51it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.23it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 134.28it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 134.02it/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, 494.20it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.42it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.30it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.28it/s]


Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 120.25it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.81it/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, 135.98it/s]
Epoch 37:   8%|โ–Š         | 1/13 [00:00<00:00, 132.18it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 135.16it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.43it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 134.61it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.46it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 134.47it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.61it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 134.33it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.59it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 134.43it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.86it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 134.34it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.84it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 134.42it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.93it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.93it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.54it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.73it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.39it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.77it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.46it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.60it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.32it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 134.52it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 134.26it/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, 486.86it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.42it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.54it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 458.76it/s]


Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 120.59it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 120.19it/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, 135.09it/s]
Epoch 38:   8%|โ–Š         | 1/13 [00:00<00:00, 131.67it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 134.07it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.19it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.17it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.04it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.36it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.42it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.47it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.79it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.50it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.86it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.46it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.98it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.12it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.57it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.90it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.52it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.12it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.78it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.26it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.95it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.36it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.05it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 134.20it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.89it/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, 495.96it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 442.44it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.61it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.22it/s]


Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 120.33it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.92it/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, 134.56it/s]
Epoch 39:   8%|โ–Š         | 1/13 [00:00<00:00, 131.19it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.48it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.60it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.34it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.22it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.86it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.02it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.35it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.68it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.53it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.91it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.71it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.24it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.93it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.46it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.07it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.70it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.19it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.85it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.12it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.80it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.99it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.68it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.79it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.48it/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, 481.55it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.74it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.19it/s]

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


Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.83it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.43it/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, 134.30it/s]
Epoch 40:   8%|โ–Š         | 1/13 [00:00<00:00, 130.93it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.57it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.69it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.59it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.47it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.85it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.92it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.23it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.55it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.26it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.63it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.30it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.82it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.40it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.93it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.42it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.04it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.64it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.27it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.30it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.98it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.08it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.79it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.35it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.08it/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, 486.07it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.85it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.21it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.19it/s]


Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.43it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.03it/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, 134.01it/s]
Epoch 41:   8%|โ–Š         | 1/13 [00:00<00:00, 130.32it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 134.26it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.54it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 134.33it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.08it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.80it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.95it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.61it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.86it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.53it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.97it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.63it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.08it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.52it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.10it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.04it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.66it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.08it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.74it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.20it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.88it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.13it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.85it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.96it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.69it/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, 488.96it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 427.68it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 417.15it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 445.54it/s]


Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.75it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.36it/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, 133.68it/s]
Epoch 42:   8%|โ–Š         | 1/13 [00:00<00:00, 130.42it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.65it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.01it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.04it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.93it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.49it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.55it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.52it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.85it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.77it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.14it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.44it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.97it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.44it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.03it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.57it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.19it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.96it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.62it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.41it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.11it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.59it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.28it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.54it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.25it/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, 479.90it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 432.25it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.90it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.22it/s]


Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.83it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.45it/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, 134.17it/s]
Epoch 43:   8%|โ–Š         | 1/13 [00:00<00:00, 130.81it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.69it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.86it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.01it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.90it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.36it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.51it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.04it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.30it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.54it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.99it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.97it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.44it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.08it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.67it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.88it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.51it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.12it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.78it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.42it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.08it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.45it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.17it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.15it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.89it/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, 487.03it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 410.60it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 440.10it/s]


Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.00it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.61it/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, 126.82it/s]
Epoch 44:   8%|โ–Š         | 1/13 [00:00<00:00, 123.79it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.92it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.34it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.21it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.04it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.42it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.61it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.28it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.64it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.98it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.38it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.78it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.25it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.83it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.43it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.90it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.53it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.86it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.53it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.30it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.00it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.54it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.26it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.29it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.03it/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, 486.86it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 429.72it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 413.23it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 442.05it/s]


Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.62it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.24it/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, 133.81it/s]
Epoch 45:   8%|โ–Š         | 1/13 [00:00<00:00, 130.45it/s]
Epoch 45:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.41it/s]
Epoch 45:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.56it/s]
Epoch 45:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.22it/s]
Epoch 45:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.00it/s]
Epoch 45:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.62it/s]
Epoch 45:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.80it/s]
Epoch 45:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.37it/s]
Epoch 45:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.72it/s]
Epoch 45:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.20it/s]
Epoch 45:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.65it/s]
Epoch 45:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.18it/s]
Epoch 45:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.72it/s]
Epoch 45:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.73it/s]
Epoch 45:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.32it/s]
Epoch 45:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.72it/s]
Epoch 45:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.30it/s]
Epoch 45:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.61it/s]
Epoch 45:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.28it/s]
Epoch 45:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.29it/s]
Epoch 45:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.99it/s]
Epoch 45:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.25it/s]
Epoch 45:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.98it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.15it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.88it/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, 480.78it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 444.19it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 416.03it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 444.22it/s]


Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.31it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.91it/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, 124.95it/s]
Epoch 46:   8%|โ–Š         | 1/13 [00:00<00:00, 121.99it/s]
Epoch 46:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.64it/s]
Epoch 46:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 126.09it/s]
Epoch 46:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.25it/s]
Epoch 46:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.19it/s]
Epoch 46:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.81it/s]
Epoch 46:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.01it/s]
Epoch 46:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.09it/s]
Epoch 46:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.44it/s]
Epoch 46:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.17it/s]
Epoch 46:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.58it/s]
Epoch 46:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.70it/s]
Epoch 46:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.24it/s]
Epoch 46:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.36it/s]
Epoch 46:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.90it/s]
Epoch 46:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.75it/s]
Epoch 46:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.38it/s]
Epoch 46:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.07it/s]
Epoch 46:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.74it/s]
Epoch 46:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.31it/s]
Epoch 46:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.01it/s]
Epoch 46:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.53it/s]
Epoch 46:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.21it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.46it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.21it/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, 481.61it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.86it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.82it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.47it/s]


Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.90it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.48it/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, 133.46it/s]
Epoch 47:   8%|โ–Š         | 1/13 [00:00<00:00, 130.09it/s]
Epoch 47:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.65it/s]
Epoch 47:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.99it/s]
Epoch 47:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.47it/s]
Epoch 47:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.36it/s]
Epoch 47:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.13it/s]
Epoch 47:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.21it/s]
Epoch 47:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.17it/s]
Epoch 47:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.50it/s]
Epoch 47:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.07it/s]
Epoch 47:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.43it/s]
Epoch 47:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.17it/s]
Epoch 47:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.69it/s]
Epoch 47:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.41it/s]
Epoch 47:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.94it/s]
Epoch 47:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.09it/s]
Epoch 47:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.72it/s]
Epoch 47:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.20it/s]
Epoch 47:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.86it/s]
Epoch 47:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.23it/s]
Epoch 47:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.91it/s]
Epoch 47:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.33it/s]
Epoch 47:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.06it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.03it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.78it/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, 481.05it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 442.48it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.16it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.00it/s]


Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.18it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.80it/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, 131.50it/s]
Epoch 48:   8%|โ–Š         | 1/13 [00:00<00:00, 127.91it/s]
Epoch 48:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.30it/s]
Epoch 48:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.68it/s]
Epoch 48:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.27it/s]
Epoch 48:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.20it/s]
Epoch 48:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.43it/s]
Epoch 48:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.51it/s]
Epoch 48:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.33it/s]
Epoch 48:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.68it/s]
Epoch 48:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.20it/s]
Epoch 48:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.66it/s]
Epoch 48:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.06it/s]
Epoch 48:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.60it/s]
Epoch 48:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.99it/s]
Epoch 48:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.52it/s]
Epoch 48:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.81it/s]
Epoch 48:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.45it/s]
Epoch 48:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.74it/s]
Epoch 48:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.41it/s]
Epoch 48:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.50it/s]
Epoch 48:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.21it/s]
Epoch 48:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.27it/s]
Epoch 48:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.01it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.91it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.65it/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, 490.10it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 430.19it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.41it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.49it/s]


Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.72it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.30it/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, 126.09it/s]
Epoch 49:   8%|โ–Š         | 1/13 [00:00<00:00, 123.13it/s]
Epoch 49:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 125.58it/s]
Epoch 49:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 124.08it/s]
Epoch 49:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 125.24it/s]
Epoch 49:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 124.25it/s]
Epoch 49:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 124.92it/s]
Epoch 49:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 124.18it/s]
Epoch 49:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 124.64it/s]
Epoch 49:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 124.04it/s]
Epoch 49:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 124.71it/s]
Epoch 49:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 124.21it/s]
Epoch 49:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 124.53it/s]
Epoch 49:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 124.10it/s]
Epoch 49:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 124.41it/s]
Epoch 49:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 124.04it/s]
Epoch 49:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 124.09it/s]
Epoch 49:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 123.72it/s]
Epoch 49:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 123.75it/s]
Epoch 49:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 123.46it/s]
Epoch 49:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 123.22it/s]
Epoch 49:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 122.89it/s]
Epoch 49:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 122.45it/s]
Epoch 49:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 122.20it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 122.68it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 122.45it/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, 457.10it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 414.68it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 409.85it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 438.86it/s]


Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.47it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.13it/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, 111.18it/s]
Epoch 50:   8%|โ–Š         | 1/13 [00:00<00:00, 108.82it/s]
Epoch 50:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 111.49it/s]
Epoch 50:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.30it/s]
Epoch 50:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 112.17it/s]
Epoch 50:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 111.38it/s]
Epoch 50:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.65it/s]
Epoch 50:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 112.06it/s]
Epoch 50:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.73it/s]
Epoch 50:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 112.26it/s]
Epoch 50:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 112.36it/s]
Epoch 50:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 111.97it/s]
Epoch 50:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 112.42it/s]
Epoch 50:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 112.08it/s]
Epoch 50:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.31it/s]
Epoch 50:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 112.00it/s]
Epoch 50:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 112.33it/s]
Epoch 50:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 112.03it/s]
Epoch 50:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 112.19it/s]
Epoch 50:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 111.93it/s]
Epoch 50:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.59it/s]
Epoch 50:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 111.37it/s]
Epoch 50:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 111.17it/s]
Epoch 50:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 110.97it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.46it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.28it/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, 477.55it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 431.80it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.18it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.91it/s]


Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.53it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 101.23it/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, 104.30it/s]
Epoch 51:   8%|โ–Š         | 1/13 [00:00<00:00, 102.21it/s]
Epoch 51:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 104.00it/s]
Epoch 51:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 102.83it/s]
Epoch 51:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 102.70it/s]
Epoch 51:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 101.95it/s]
Epoch 51:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.79it/s]
Epoch 51:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 102.26it/s]
Epoch 51:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.50it/s]
Epoch 51:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 102.08it/s]
Epoch 51:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 102.29it/s]
Epoch 51:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 101.95it/s]
Epoch 51:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 102.07it/s]
Epoch 51:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 101.78it/s]
Epoch 51:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 102.09it/s]
Epoch 51:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 101.81it/s]
Epoch 51:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.78it/s]
Epoch 51:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 101.55it/s]
Epoch 51:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.59it/s]
Epoch 51:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 101.39it/s]
Epoch 51:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.47it/s]
Epoch 51:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 101.28it/s]
Epoch 51:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.66it/s]
Epoch 51:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 100.48it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 100.89it/s]
Epoch 51: 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, 471.16it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 431.56it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.75it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 440.10it/s]


Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.37it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 92.13it/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, 97.45it/s]
Epoch 52:   8%|โ–Š         | 1/13 [00:00<00:00, 95.67it/s]
Epoch 52:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 97.88it/s]
Epoch 52:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 96.97it/s]
Epoch 52:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 98.04it/s]
Epoch 52:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 97.32it/s]
Epoch 52:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 97.62it/s]
Epoch 52:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 97.14it/s]
Epoch 52:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 97.07it/s]
Epoch 52:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 96.64it/s]
Epoch 52:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 96.41it/s]
Epoch 52:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 96.09it/s]
Epoch 52:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 96.27it/s]
Epoch 52:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 95.99it/s]
Epoch 52:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 96.01it/s]
Epoch 52:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 95.79it/s]
Epoch 52:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 95.80it/s]
Epoch 52:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 95.60it/s]
Epoch 52:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 95.71it/s]
Epoch 52:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 95.54it/s]
Epoch 52:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 95.64it/s]
Epoch 52:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 95.47it/s]
Epoch 52:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 95.38it/s]
Epoch 52:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 95.22it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.71it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 95.56it/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, 485.34it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 430.69it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 418.79it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.20it/s]


Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 88.28it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 88.07it/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, 90.48it/s]
Epoch 53:   8%|โ–Š         | 1/13 [00:00<00:00, 88.90it/s]
Epoch 53:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 91.23it/s]
Epoch 53:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 90.35it/s]
Epoch 53:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 90.79it/s]
Epoch 53:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 90.26it/s]
Epoch 53:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 90.93it/s]
Epoch 53:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 90.47it/s]
Epoch 53:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 90.55it/s]
Epoch 53:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 90.22it/s]
Epoch 53:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 90.62it/s]
Epoch 53:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 90.34it/s]
Epoch 53:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 90.51it/s]
Epoch 53:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 90.28it/s]
Epoch 53:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 90.52it/s]
Epoch 53:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 90.32it/s]
Epoch 53:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 90.65it/s]
Epoch 53:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 90.47it/s]
Epoch 53:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 90.59it/s]
Epoch 53:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 90.43it/s]
Epoch 53:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 90.47it/s]
Epoch 53:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 90.33it/s]
Epoch 53:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 90.62it/s]
Epoch 53:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 90.49it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.98it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.84it/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, 471.54it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 430.98it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.51it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.61it/s]


Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 84.25it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 84.05it/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, 89.43it/s]
Epoch 54:   8%|โ–Š         | 1/13 [00:00<00:00, 87.91it/s]
Epoch 54:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 89.69it/s]
Epoch 54:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 88.92it/s]
Epoch 54:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 89.42it/s]
Epoch 54:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 88.91it/s]
Epoch 54:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 89.36it/s]
Epoch 54:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 88.94it/s]
Epoch 54:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 88.69it/s]
Epoch 54:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 88.33it/s]
Epoch 54:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 88.60it/s]
Epoch 54:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 88.29it/s]
Epoch 54:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 88.62it/s]
Epoch 54:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 88.40it/s]
Epoch 54:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 88.55it/s]
Epoch 54:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 88.36it/s]
Epoch 54:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 88.46it/s]
Epoch 54:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 88.26it/s]
Epoch 54:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 88.27it/s]
Epoch 54:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 88.12it/s]
Epoch 54:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 88.07it/s]
Epoch 54:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 87.92it/s]
Epoch 54:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 87.86it/s]
Epoch 54:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 87.73it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 88.05it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 87.89it/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, 460.00it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 419.10it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 410.68it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 440.71it/s]


Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 81.40it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 81.19it/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, 82.17it/s]
Epoch 55:   8%|โ–Š         | 1/13 [00:00<00:00, 80.88it/s]
Epoch 55:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 83.53it/s]
Epoch 55:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 82.86it/s]
Epoch 55:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 84.29it/s]
Epoch 55:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 83.83it/s]
Epoch 55:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 84.69it/s]
Epoch 55:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 84.30it/s]
Epoch 55:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 84.40it/s]
Epoch 55:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 84.13it/s]
Epoch 55:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 84.52it/s]
Epoch 55:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 84.29it/s]
Epoch 55:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 84.51it/s]
Epoch 55:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 84.32it/s]
Epoch 55:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 84.23it/s]
Epoch 55:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 84.06it/s]
Epoch 55:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 84.18it/s]
Epoch 55:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 84.03it/s]
Epoch 55:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 83.92it/s]
Epoch 55:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 83.79it/s]
Epoch 55:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 83.80it/s]
Epoch 55:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 83.66it/s]
Epoch 55:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 83.59it/s]
Epoch 55:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 83.48it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 83.88it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 83.78it/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, 476.08it/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, 419.70it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 446.99it/s]


Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 78.12it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.94it/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, 82.35it/s]
Epoch 56:   8%|โ–Š         | 1/13 [00:00<00:00, 80.93it/s]
Epoch 56:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 81.75it/s]
Epoch 56:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 81.09it/s]
Epoch 56:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 81.60it/s]
Epoch 56:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 81.17it/s]
Epoch 56:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 81.53it/s]
Epoch 56:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 81.20it/s]
Epoch 56:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 81.43it/s]
Epoch 56:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 81.17it/s]
Epoch 56:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 80.98it/s]
Epoch 56:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 80.74it/s]
Epoch 56:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 80.43it/s]
Epoch 56:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 80.22it/s]
Epoch 56:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 79.98it/s]
Epoch 56:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 79.77it/s]
Epoch 56:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 79.58it/s]
Epoch 56:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 79.42it/s]
Epoch 56:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 79.32it/s]
Epoch 56:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 79.17it/s]
Epoch 56:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 79.29it/s]
Epoch 56:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 79.18it/s]
Epoch 56:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 79.30it/s]
Epoch 56:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 79.19it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 79.61it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 79.50it/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, 420.23it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 411.93it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 404.36it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 434.34it/s]


Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 74.28it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 74.12it/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, 80.18it/s]
Epoch 57:   8%|โ–Š         | 1/13 [00:00<00:00, 78.82it/s]
Epoch 57:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 79.44it/s]
Epoch 57:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 78.84it/s]
Epoch 57:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 79.52it/s]
Epoch 57:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 79.11it/s]
Epoch 57:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 78.80it/s]
Epoch 57:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 78.48it/s]
Epoch 57:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 78.22it/s]
Epoch 57:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 77.98it/s]
Epoch 57:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 78.14it/s]
Epoch 57:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 77.94it/s]
Epoch 57:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 78.20it/s]
Epoch 57:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 78.01it/s]
Epoch 57:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 78.20it/s]
Epoch 57:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 78.04it/s]
Epoch 57:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.94it/s]
Epoch 57:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.80it/s]
Epoch 57:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.97it/s]
Epoch 57:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.85it/s]
Epoch 57:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.91it/s]
Epoch 57:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.80it/s]
Epoch 57:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.81it/s]
Epoch 57:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.70it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.82it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.73it/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, 479.18it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.24it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.00it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.46it/s]


Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.85it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.68it/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, 75.85it/s]
Epoch 58:   8%|โ–Š         | 1/13 [00:00<00:00, 74.74it/s]
Epoch 58:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.39it/s]
Epoch 58:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 75.82it/s]
Epoch 58:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 76.20it/s]
Epoch 58:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 75.79it/s]
Epoch 58:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.40it/s]
Epoch 58:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.09it/s]
Epoch 58:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.55it/s]
Epoch 58:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.29it/s]
Epoch 58:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 75.98it/s]
Epoch 58:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 75.79it/s]
Epoch 58:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.02it/s]
Epoch 58:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 75.83it/s]
Epoch 58:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.03it/s]
Epoch 58:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 75.87it/s]
Epoch 58:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 75.91it/s]
Epoch 58:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 75.78it/s]
Epoch 58:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 75.90it/s]
Epoch 58:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 75.79it/s]
Epoch 58:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 75.91it/s]
Epoch 58:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 75.81it/s]
Epoch 58:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 76.01it/s]
Epoch 58:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 75.92it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 76.31it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 76.21it/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, 491.02it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.42it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 412.27it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 443.42it/s]


Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 71.45it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 71.31it/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, 77.18it/s]
Epoch 59:   8%|โ–Š         | 1/13 [00:00<00:00, 76.06it/s]
Epoch 59:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.47it/s]
Epoch 59:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 75.91it/s]
Epoch 59:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 76.48it/s]
Epoch 59:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 75.89it/s]
Epoch 59:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.13it/s]
Epoch 59:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 75.80it/s]
Epoch 59:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 75.78it/s]
Epoch 59:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 75.55it/s]
Epoch 59:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 75.65it/s]
Epoch 59:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 75.47it/s]
Epoch 59:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 75.47it/s]
Epoch 59:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 75.31it/s]
Epoch 59:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 75.37it/s]
Epoch 59:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 75.22it/s]
Epoch 59:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 75.23it/s]
Epoch 59:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 75.09it/s]
Epoch 59:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 75.20it/s]
Epoch 59:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 75.09it/s]
Epoch 59:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 75.09it/s]
Epoch 59:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 74.99it/s]
Epoch 59:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 75.12it/s]
Epoch 59:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 75.03it/s]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 75.32it/s]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 75.23it/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, 490.79it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.95it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.22it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.85it/s]


Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 70.71it/s]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 70.57it/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, 76.41it/s]
Epoch 60:   8%|โ–Š         | 1/13 [00:00<00:00, 75.17it/s]
Epoch 60:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 75.04it/s]
Epoch 60:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 74.38it/s]
Epoch 60:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 73.98it/s]
Epoch 60:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 73.57it/s]
Epoch 60:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 73.85it/s]
Epoch 60:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 73.51it/s]
Epoch 60:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 73.71it/s]
Epoch 60:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 73.44it/s]
Epoch 60:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 73.78it/s]
Epoch 60:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 73.60it/s]
Epoch 60:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 74.06it/s]
Epoch 60:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 73.91it/s]
Epoch 60:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 74.28it/s]
Epoch 60:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 74.14it/s]
Epoch 60:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 74.35it/s]
Epoch 60:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 74.22it/s]
Epoch 60:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 74.45it/s]
Epoch 60:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 74.34it/s]
Epoch 60:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 74.54it/s]
Epoch 60:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 74.44it/s]
Epoch 60:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 74.53it/s]
Epoch 60:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 74.43it/s]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 74.85it/s]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 74.76it/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, 483.21it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.88it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.33it/s]


Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 70.27it/s]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 70.12it/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, 76.10it/s]
Epoch 61:   8%|โ–Š         | 1/13 [00:00<00:00, 74.99it/s]
Epoch 61:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 75.00it/s]
Epoch 61:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 74.43it/s]
Epoch 61:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 74.74it/s]
Epoch 61:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 74.37it/s]
Epoch 61:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 74.64it/s]
Epoch 61:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 74.37it/s]
Epoch 61:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 74.88it/s]
Epoch 61:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 74.66it/s]
Epoch 61:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 74.80it/s]
Epoch 61:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 74.63it/s]
Epoch 61:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 75.03it/s]
Epoch 61:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 74.86it/s]
Epoch 61:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 74.95it/s]
Epoch 61:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 74.81it/s]
Epoch 61:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 74.96it/s]
Epoch 61:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 74.84it/s]
Epoch 61:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 74.99it/s]
Epoch 61:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 74.87it/s]
Epoch 61:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 74.87it/s]
Epoch 61:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 74.77it/s]
Epoch 61:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 74.91it/s]
Epoch 61:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 74.82it/s]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 75.14it/s]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 75.06it/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, 491.19it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.02it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 430.57it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.85it/s]


Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 70.56it/s]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 70.41it/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, 68.82it/s]
Epoch 62:   8%|โ–Š         | 1/13 [00:00<00:00, 67.83it/s]
Epoch 62:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 71.15it/s]
Epoch 62:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 70.63it/s]
Epoch 62:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 72.50it/s]
Epoch 62:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 72.12it/s]
Epoch 62:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 73.00it/s]
Epoch 62:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 72.75it/s]
Epoch 62:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 73.20it/s]
Epoch 62:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 72.95it/s]
Epoch 62:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 73.00it/s]
Epoch 62:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 72.79it/s]
Epoch 62:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 72.84it/s]
Epoch 62:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 72.68it/s]
Epoch 62:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 72.72it/s]
Epoch 62:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 72.59it/s]
Epoch 62:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 72.79it/s]
Epoch 62:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 72.67it/s]
Epoch 62:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 72.72it/s]
Epoch 62:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 72.61it/s]
Epoch 62:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 72.78it/s]
Epoch 62:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 72.68it/s]
Epoch 62:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 72.65it/s]
Epoch 62:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 72.56it/s]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.96it/s]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.88it/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, 468.27it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 416.76it/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, 437.39it/s]


Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 68.37it/s]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 68.24it/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, 73.50it/s]
Epoch 63:   8%|โ–Š         | 1/13 [00:00<00:00, 72.37it/s]
Epoch 63:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 74.35it/s]
Epoch 63:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 73.82it/s]
Epoch 63:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 73.72it/s]
Epoch 63:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 73.36it/s]
Epoch 63:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 72.00it/s]
Epoch 63:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 71.71it/s]
Epoch 63:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 71.97it/s]
Epoch 63:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 71.75it/s]
Epoch 63:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 72.12it/s]
Epoch 63:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 71.95it/s]
Epoch 63:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 72.24it/s]
Epoch 63:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 72.10it/s]
Epoch 63:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 72.45it/s]
Epoch 63:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 72.30it/s]
Epoch 63:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 72.81it/s]
Epoch 63:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 72.69it/s]
Epoch 63:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 72.99it/s]
Epoch 63:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 72.88it/s]
Epoch 63:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 73.16it/s]
Epoch 63:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 73.06it/s]
Epoch 63:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 73.28it/s]
Epoch 63:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 73.20it/s]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.73it/s]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.64it/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, 480.72it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.21it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.95it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.75it/s]


Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 69.26it/s]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 69.13it/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, 75.56it/s]
Epoch 64:   8%|โ–Š         | 1/13 [00:00<00:00, 74.37it/s]
Epoch 64:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 75.78it/s]
Epoch 64:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 75.24it/s]
Epoch 64:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 75.51it/s]
Epoch 64:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 75.14it/s]
Epoch 64:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 75.31it/s]
Epoch 64:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 74.98it/s]
Epoch 64:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 74.65it/s]
Epoch 64:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 74.41it/s]
Epoch 64:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 74.54it/s]
Epoch 64:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 74.35it/s]
Epoch 64:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 74.50it/s]
Epoch 64:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 74.32it/s]
Epoch 64:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 74.52it/s]
Epoch 64:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 74.38it/s]
Epoch 64:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 74.59it/s]
Epoch 64:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 74.47it/s]
Epoch 64:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 74.68it/s]
Epoch 64:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 74.58it/s]
Epoch 64:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 74.84it/s]
Epoch 64:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 74.74it/s]
Epoch 64:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 74.94it/s]
Epoch 64:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 74.84it/s]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 75.26it/s]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 75.18it/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, 483.10it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.43it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.20it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.25it/s]


Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 70.63it/s]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 70.49it/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, 77.44it/s]
Epoch 65:   8%|โ–Š         | 1/13 [00:00<00:00, 76.31it/s]
Epoch 65:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.84it/s]
Epoch 65:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.28it/s]
Epoch 65:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 76.42it/s]
Epoch 65:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 76.05it/s]
Epoch 65:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.31it/s]
Epoch 65:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.00it/s]
Epoch 65:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.17it/s]
Epoch 65:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 75.94it/s]
Epoch 65:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.09it/s]
Epoch 65:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 75.91it/s]
Epoch 65:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.25it/s]
Epoch 65:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.10it/s]
Epoch 65:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.35it/s]
Epoch 65:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.21it/s]
Epoch 65:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.42it/s]
Epoch 65:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.30it/s]
Epoch 65:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 76.46it/s]
Epoch 65:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 76.35it/s]
Epoch 65:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 76.47it/s]
Epoch 65:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 76.37it/s]
Epoch 65:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 76.46it/s]
Epoch 65:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 76.37it/s]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 76.78it/s]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 76.68it/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, 485.68it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.59it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 409.84it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 440.13it/s]


Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 71.84it/s]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 71.70it/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, 78.29it/s]
Epoch 66:   8%|โ–Š         | 1/13 [00:00<00:00, 77.11it/s]
Epoch 66:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 77.15it/s]
Epoch 66:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.58it/s]
Epoch 66:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 77.50it/s]
Epoch 66:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 77.08it/s]
Epoch 66:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 77.43it/s]
Epoch 66:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 77.11it/s]
Epoch 66:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 77.54it/s]
Epoch 66:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 77.31it/s]
Epoch 66:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 77.80it/s]
Epoch 66:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 77.61it/s]
Epoch 66:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 77.84it/s]
Epoch 66:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 77.67it/s]
Epoch 66:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 77.69it/s]
Epoch 66:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 77.54it/s]
Epoch 66:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.51it/s]
Epoch 66:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.38it/s]
Epoch 66:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.62it/s]
Epoch 66:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.51it/s]
Epoch 66:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.65it/s]
Epoch 66:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.53it/s]
Epoch 66:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.67it/s]
Epoch 66:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.57it/s]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.95it/s]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.86it/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, 488.62it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.45it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.95it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.66it/s]


Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.01it/s]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.86it/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, 77.76it/s]
Epoch 67:   8%|โ–Š         | 1/13 [00:00<00:00, 76.47it/s]
Epoch 67:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 77.88it/s]
Epoch 67:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 77.30it/s]
Epoch 67:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 78.15it/s]
Epoch 67:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 77.76it/s]
Epoch 67:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 78.16it/s]
Epoch 67:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 77.87it/s]
Epoch 67:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 77.83it/s]
Epoch 67:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 77.60it/s]
Epoch 67:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 77.97it/s]
Epoch 67:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 77.74it/s]
Epoch 67:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 77.81it/s]
Epoch 67:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 77.62it/s]
Epoch 67:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 77.74it/s]
Epoch 67:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 77.58it/s]
Epoch 67:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.78it/s]
Epoch 67:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.65it/s]
Epoch 67:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.73it/s]
Epoch 67:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.60it/s]
Epoch 67:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.56it/s]
Epoch 67:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.38it/s]
Epoch 67:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.28it/s]
Epoch 67:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.18it/s]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.60it/s]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.51it/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, 487.88it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.61it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.05it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.07it/s]


Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.65it/s]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.49it/s]
Epoch 67:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 68:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 68:   8%|โ–Š         | 1/13 [00:00<00:00, 77.87it/s]
Epoch 68:   8%|โ–Š         | 1/13 [00:00<00:00, 76.72it/s]
Epoch 68:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 77.85it/s]
Epoch 68:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 77.27it/s]
Epoch 68:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 77.47it/s]
Epoch 68:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 77.08it/s]
Epoch 68:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 77.45it/s]
Epoch 68:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 77.16it/s]
Epoch 68:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 77.19it/s]
Epoch 68:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.96it/s]
Epoch 68:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 77.24it/s]
Epoch 68:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 77.05it/s]
Epoch 68:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 77.22it/s]
Epoch 68:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 77.06it/s]
Epoch 68:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 77.18it/s]
Epoch 68:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 77.04it/s]
Epoch 68:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.22it/s]
Epoch 68:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.09it/s]
Epoch 68:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.32it/s]
Epoch 68:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.20it/s]
Epoch 68:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.17it/s]
Epoch 68:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.06it/s]
Epoch 68:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.29it/s]
Epoch 68:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.18it/s]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.51it/s]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.42it/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, 470.21it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 426.34it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 416.25it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 444.81it/s]


Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.44it/s]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.30it/s]
Epoch 68:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 69:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 69:   8%|โ–Š         | 1/13 [00:00<00:00, 76.28it/s]
Epoch 69:   8%|โ–Š         | 1/13 [00:00<00:00, 75.06it/s]
Epoch 69:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 77.44it/s]
Epoch 69:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.86it/s]
Epoch 69:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 77.87it/s]
Epoch 69:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 77.48it/s]
Epoch 69:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 77.23it/s]
Epoch 69:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.90it/s]
Epoch 69:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.78it/s]
Epoch 69:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.50it/s]
Epoch 69:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.59it/s]
Epoch 69:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.39it/s]
Epoch 69:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.32it/s]
Epoch 69:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.15it/s]
Epoch 69:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.27it/s]
Epoch 69:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.12it/s]
Epoch 69:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.43it/s]
Epoch 69:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.29it/s]
Epoch 69:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 76.25it/s]
Epoch 69:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 76.13it/s]
Epoch 69:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 76.28it/s]
Epoch 69:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 76.18it/s]
Epoch 69:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 76.24it/s]
Epoch 69:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 76.15it/s]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 76.54it/s]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 76.44it/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, 478.09it/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, 410.36it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 426.84it/s]


Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 71.50it/s]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 71.36it/s]
Epoch 69:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 70:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 70:   8%|โ–Š         | 1/13 [00:00<00:00, 77.07it/s]
Epoch 70:   8%|โ–Š         | 1/13 [00:00<00:00, 75.94it/s]
Epoch 70:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.86it/s]
Epoch 70:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.28it/s]
Epoch 70:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 76.20it/s]
Epoch 70:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 75.83it/s]
Epoch 70:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.00it/s]
Epoch 70:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 75.72it/s]
Epoch 70:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.19it/s]
Epoch 70:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 75.95it/s]
Epoch 70:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.17it/s]
Epoch 70:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 75.98it/s]
Epoch 70:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.10it/s]
Epoch 70:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 75.94it/s]
Epoch 70:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.14it/s]
Epoch 70:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.00it/s]
Epoch 70:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.14it/s]
Epoch 70:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.02it/s]
Epoch 70:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 76.11it/s]
Epoch 70:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 75.99it/s]
Epoch 70:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 76.03it/s]
Epoch 70:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 75.93it/s]
Epoch 70:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 76.15it/s]
Epoch 70:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 76.05it/s]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 76.49it/s]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 76.40it/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, 485.11it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.61it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.14it/s]


Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 71.68it/s]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 71.53it/s]
Epoch 70:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 71:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 71:   8%|โ–Š         | 1/13 [00:00<00:00, 77.53it/s]
Epoch 71:   8%|โ–Š         | 1/13 [00:00<00:00, 76.38it/s]
Epoch 71:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 77.33it/s]
Epoch 71:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.76it/s]
Epoch 71:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 76.98it/s]
Epoch 71:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 76.60it/s]
Epoch 71:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.88it/s]
Epoch 71:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.57it/s]
Epoch 71:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.23it/s]
Epoch 71:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.00it/s]
Epoch 71:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.23it/s]
Epoch 71:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.04it/s]
Epoch 71:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.28it/s]
Epoch 71:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.12it/s]
Epoch 71:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.36it/s]
Epoch 71:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.22it/s]
Epoch 71:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.36it/s]
Epoch 71:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.16it/s]
Epoch 71:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 76.28it/s]
Epoch 71:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 76.17it/s]
Epoch 71:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 76.36it/s]
Epoch 71:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 76.26it/s]
Epoch 71:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 76.31it/s]
Epoch 71:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 76.22it/s]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 76.62it/s]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 76.53it/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, 484.00it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.67it/s]

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

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.36it/s]


Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 71.79it/s]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 71.65it/s]
Epoch 71:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 72:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 72:   8%|โ–Š         | 1/13 [00:00<00:00, 77.31it/s]
Epoch 72:   8%|โ–Š         | 1/13 [00:00<00:00, 76.18it/s]
Epoch 72:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 77.01it/s]
Epoch 72:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 76.45it/s]
Epoch 72:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 77.12it/s]
Epoch 72:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 76.74it/s]
Epoch 72:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 77.00it/s]
Epoch 72:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 76.72it/s]
Epoch 72:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.93it/s]
Epoch 72:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 76.70it/s]
Epoch 72:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.89it/s]
Epoch 72:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 76.70it/s]
Epoch 72:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.79it/s]
Epoch 72:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 76.62it/s]
Epoch 72:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.64it/s]
Epoch 72:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 76.49it/s]
Epoch 72:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.41it/s]
Epoch 72:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 76.28it/s]
Epoch 72:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 76.32it/s]
Epoch 72:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 76.21it/s]
Epoch 72:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 76.17it/s]
Epoch 72:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 76.07it/s]
Epoch 72:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 76.19it/s]
Epoch 72:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 76.09it/s]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 76.41it/s]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 76.32it/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, 485.62it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.79it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.46it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.68it/s]


Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 71.62it/s]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 71.47it/s]
Epoch 72:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 73:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 73:   8%|โ–Š         | 1/13 [00:00<00:00, 74.71it/s]
Epoch 73:   8%|โ–Š         | 1/13 [00:00<00:00, 73.55it/s]
Epoch 73:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 74.04it/s]
Epoch 73:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 73.51it/s]
Epoch 73:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 73.97it/s]
Epoch 73:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 73.61it/s]
Epoch 73:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 74.20it/s]
Epoch 73:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 73.93it/s]
Epoch 73:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 74.51it/s]
Epoch 73:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 74.30it/s]
Epoch 73:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 74.56it/s]
Epoch 73:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 74.36it/s]
Epoch 73:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 74.42it/s]
Epoch 73:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 74.27it/s]
Epoch 73:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 74.33it/s]
Epoch 73:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 74.20it/s]
Epoch 73:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 74.36it/s]
Epoch 73:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 74.24it/s]
Epoch 73:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 74.32it/s]
Epoch 73:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 74.21it/s]
Epoch 73:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 74.38it/s]
Epoch 73:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 74.28it/s]
Epoch 73:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 74.38it/s]
Epoch 73:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 74.28it/s]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 74.57it/s]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 74.48it/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, 472.07it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.43it/s]

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

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.35it/s]


Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 70.01it/s]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 69.88it/s]
Epoch 73:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 74:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 74:   8%|โ–Š         | 1/13 [00:00<00:00, 73.87it/s]
Epoch 74:   8%|โ–Š         | 1/13 [00:00<00:00, 72.83it/s]
Epoch 74:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 73.99it/s]
Epoch 74:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 73.39it/s]
Epoch 74:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 73.62it/s]
Epoch 74:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 73.26it/s]
Epoch 74:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 73.21it/s]
Epoch 74:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 72.92it/s]
Epoch 74:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 72.74it/s]
Epoch 74:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 72.53it/s]
Epoch 74:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 72.77it/s]
Epoch 74:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 72.60it/s]
Epoch 74:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 73.14it/s]
Epoch 74:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 72.99it/s]
Epoch 74:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 73.22it/s]
Epoch 74:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 73.09it/s]
Epoch 74:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 73.42it/s]
Epoch 74:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 73.31it/s]
Epoch 74:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 73.48it/s]
Epoch 74:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 73.36it/s]
Epoch 74:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 73.48it/s]
Epoch 74:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 73.38it/s]
Epoch 74:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 73.49it/s]
Epoch 74:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 73.40it/s]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.27it/s]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.19it/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, 484.89it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 434.73it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.70it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.18it/s]


Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 68.81it/s]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 68.67it/s]
Epoch 74:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 75:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 75:   8%|โ–Š         | 1/13 [00:00<00:00, 73.24it/s]
Epoch 75:   8%|โ–Š         | 1/13 [00:00<00:00, 72.19it/s]
Epoch 75:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 73.47it/s]
Epoch 75:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 72.95it/s]
Epoch 75:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 73.70it/s]
Epoch 75:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 73.34it/s]
Epoch 75:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 73.65it/s]
Epoch 75:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 73.35it/s]
Epoch 75:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 73.81it/s]
Epoch 75:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 73.59it/s]
Epoch 75:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 73.62it/s]
Epoch 75:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 73.45it/s]
Epoch 75:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 73.68it/s]
Epoch 75:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 73.53it/s]
Epoch 75:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 73.71it/s]
Epoch 75:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 73.57it/s]
Epoch 75:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 73.54it/s]
Epoch 75:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 73.40it/s]
Epoch 75:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 73.50it/s]
Epoch 75:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 73.38it/s]
Epoch 75:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 73.24it/s]
Epoch 75:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 73.14it/s]
Epoch 75:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 73.15it/s]
Epoch 75:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 73.06it/s]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.37it/s]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.28it/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, 478.53it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 430.19it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.37it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 448.67it/s]


Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 68.87it/s]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 68.74it/s]
Epoch 75:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 76:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 76:   8%|โ–Š         | 1/13 [00:00<00:00, 74.15it/s]
Epoch 76:   8%|โ–Š         | 1/13 [00:00<00:00, 73.11it/s]
Epoch 76:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 73.68it/s]
Epoch 76:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 73.16it/s]
Epoch 76:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 73.55it/s]
Epoch 76:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 73.20it/s]
Epoch 76:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 73.38it/s]
Epoch 76:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 73.08it/s]
Epoch 76:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 72.88it/s]
Epoch 76:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 72.66it/s]
Epoch 76:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 72.96it/s]
Epoch 76:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 72.79it/s]
Epoch 76:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 73.00it/s]
Epoch 76:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 72.84it/s]
Epoch 76:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 73.11it/s]
Epoch 76:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 72.98it/s]
Epoch 76:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 73.26it/s]
Epoch 76:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 73.12it/s]
Epoch 76:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 73.29it/s]
Epoch 76:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 73.18it/s]
Epoch 76:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 73.29it/s]
Epoch 76:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 73.19it/s]
Epoch 76:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 73.22it/s]
Epoch 76:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 73.12it/s]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.42it/s]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.34it/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, 482.16it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 422.22it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 413.41it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 442.17it/s]


Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 68.90it/s]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 68.76it/s]
Epoch 76:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 77:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 77:   8%|โ–Š         | 1/13 [00:00<00:00, 73.14it/s]
Epoch 77:   8%|โ–Š         | 1/13 [00:00<00:00, 72.14it/s]
Epoch 77:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 72.87it/s]
Epoch 77:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 72.31it/s]
Epoch 77:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 73.23it/s]
Epoch 77:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 72.88it/s]
Epoch 77:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 73.36it/s]
Epoch 77:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 73.06it/s]
Epoch 77:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 73.18it/s]
Epoch 77:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 72.96it/s]
Epoch 77:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 72.91it/s]
Epoch 77:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 72.73it/s]
Epoch 77:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 73.02it/s]
Epoch 77:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 72.87it/s]
Epoch 77:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 73.07it/s]
Epoch 77:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 72.93it/s]
Epoch 77:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 73.11it/s]
Epoch 77:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 72.99it/s]
Epoch 77:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 73.15it/s]
Epoch 77:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 73.05it/s]
Epoch 77:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 73.11it/s]
Epoch 77:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 73.00it/s]
Epoch 77:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 73.10it/s]
Epoch 77:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 73.01it/s]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.29it/s]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.21it/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, 477.11it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 430.69it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 420.81it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.20it/s]


Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 68.85it/s]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 68.72it/s]
Epoch 77:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 78:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 78:   8%|โ–Š         | 1/13 [00:00<00:00, 73.36it/s]
Epoch 78:   8%|โ–Š         | 1/13 [00:00<00:00, 72.32it/s]
Epoch 78:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 72.68it/s]
Epoch 78:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 72.14it/s]
Epoch 78:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 72.50it/s]
Epoch 78:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 72.16it/s]
Epoch 78:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 72.25it/s]
Epoch 78:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 71.98it/s]
Epoch 78:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 71.92it/s]
Epoch 78:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 71.70it/s]
Epoch 78:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 71.86it/s]
Epoch 78:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 71.68it/s]
Epoch 78:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 71.83it/s]
Epoch 78:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 71.68it/s]
Epoch 78:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 71.91it/s]
Epoch 78:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 71.78it/s]
Epoch 78:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 71.93it/s]
Epoch 78:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 71.81it/s]
Epoch 78:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 72.01it/s]
Epoch 78:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 71.90it/s]
Epoch 78:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 72.07it/s]
Epoch 78:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 71.97it/s]
Epoch 78:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 72.14it/s]
Epoch 78:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 72.06it/s]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.37it/s]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.29it/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, 481.83it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 433.43it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.10it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 448.28it/s]


Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 68.03it/s]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 67.90it/s]
Epoch 78:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 79:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 79:   8%|โ–Š         | 1/13 [00:00<00:00, 73.07it/s]
Epoch 79:   8%|โ–Š         | 1/13 [00:00<00:00, 72.04it/s]
Epoch 79:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 71.81it/s]
Epoch 79:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 71.30it/s]
Epoch 79:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 71.91it/s]
Epoch 79:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 71.58it/s]
Epoch 79:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 72.00it/s]
Epoch 79:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 71.75it/s]
Epoch 79:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 72.02it/s]
Epoch 79:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 71.82it/s]
Epoch 79:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 72.15it/s]
Epoch 79:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 71.96it/s]
Epoch 79:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 72.02it/s]
Epoch 79:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 71.86it/s]
Epoch 79:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 72.08it/s]
Epoch 79:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 71.96it/s]
Epoch 79:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 72.14it/s]
Epoch 79:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 72.03it/s]
Epoch 79:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 72.11it/s]
Epoch 79:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 72.00it/s]
Epoch 79:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 72.11it/s]
Epoch 79:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 72.02it/s]
Epoch 79:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 72.17it/s]
Epoch 79:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 72.09it/s]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.48it/s]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.40it/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, 475.81it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 435.05it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 411.27it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 443.04it/s]


Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 68.11it/s]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 67.97it/s]
Epoch 79:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 80:   0%|          | 0/13 [00:00<?, ?it/s]
Epoch 80:   8%|โ–Š         | 1/13 [00:00<00:00, 72.08it/s]
Epoch 80:   8%|โ–Š         | 1/13 [00:00<00:00, 71.09it/s]
Epoch 80:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 71.76it/s]
Epoch 80:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 71.26it/s]
Epoch 80:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 71.73it/s]
Epoch 80:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 71.40it/s]
Epoch 80:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 71.97it/s]
Epoch 80:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 71.70it/s]
Epoch 80:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 71.69it/s]
Epoch 80:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 71.49it/s]
Epoch 80:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 71.57it/s]
Epoch 80:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 71.40it/s]
Epoch 80:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 71.41it/s]
Epoch 80:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 71.26it/s]
Epoch 80:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 71.42it/s]
Epoch 80:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 71.29it/s]
Epoch 80:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 71.48it/s]
Epoch 80:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 71.37it/s]
Epoch 80:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 71.49it/s]
Epoch 80:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 71.39it/s]
Epoch 80:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 71.43it/s]
Epoch 80:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 71.34it/s]
Epoch 80:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 71.33it/s]
Epoch 80:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 71.25it/s]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 71.62it/s]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 71.53it/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, 473.34it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 429.26it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 406.11it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 436.24it/s]


Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 67.26it/s]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 67.14it/s]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 67.00it/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, 459.35it/s]
Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 428.43it/s]
Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.55it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.91it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 432.09it/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           0.028769630938768387
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 102.38it/s]
Epoch 0:   8%|โ–Š         | 1/13 [00:00<00:00, 100.16it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 110.21it/s]
Epoch 0:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 108.89it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 114.49it/s]
Epoch 0:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 113.63it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 117.05it/s]
Epoch 0:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 116.39it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 118.77it/s]
Epoch 0:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 118.16it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 119.80it/s]
Epoch 0:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 119.28it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 120.66it/s]
Epoch 0:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 120.20it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 121.00it/s]
Epoch 0:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 120.61it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 121.06it/s]
Epoch 0:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 120.74it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 121.59it/s]
Epoch 0:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 121.28it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 122.11it/s]
Epoch 0:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 121.83it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 122.60it/s]
Epoch 0:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 122.36it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 123.68it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 123.43it/s]

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

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

Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 427.25it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 419.98it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 416.32it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 445.87it/s]


Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.52it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 111.18it/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, 128.23it/s]
Epoch 1:   8%|โ–Š         | 1/13 [00:00<00:00, 125.14it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.63it/s]
Epoch 1:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 125.91it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.19it/s]
Epoch 1:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 126.04it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 126.90it/s]
Epoch 1:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 126.13it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 126.89it/s]
Epoch 1:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 126.26it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.18it/s]
Epoch 1:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 126.67it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.21it/s]
Epoch 1:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 126.77it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.30it/s]
Epoch 1:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 126.91it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.34it/s]
Epoch 1:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 126.96it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.36it/s]
Epoch 1:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.05it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.54it/s]
Epoch 1:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.26it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.64it/s]
Epoch 1:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.38it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.36it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.12it/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, 493.10it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 443.77it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.21it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.96it/s]


Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.48it/s]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.11it/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, 129.07it/s]
Epoch 2:   8%|โ–Š         | 1/13 [00:00<00:00, 125.95it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.08it/s]
Epoch 2:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 125.52it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 126.38it/s]
Epoch 2:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 125.35it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 125.04it/s]
Epoch 2:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 124.25it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 124.92it/s]
Epoch 2:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 124.30it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 125.10it/s]
Epoch 2:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 124.59it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 125.68it/s]
Epoch 2:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 125.25it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 126.00it/s]
Epoch 2:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 125.61it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 126.23it/s]
Epoch 2:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 125.85it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 126.37it/s]
Epoch 2:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 126.07it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 126.44it/s]
Epoch 2:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 126.14it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 126.57it/s]
Epoch 2:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 126.31it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 127.45it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 127.21it/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, 478.58it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.82it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.70it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.75it/s]


Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 114.77it/s]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 114.40it/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, 129.34it/s]
Epoch 3:   8%|โ–Š         | 1/13 [00:00<00:00, 126.25it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.28it/s]
Epoch 3:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.68it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.10it/s]
Epoch 3:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.04it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.16it/s]
Epoch 3:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.36it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.88it/s]
Epoch 3:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.25it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.89it/s]
Epoch 3:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.36it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.85it/s]
Epoch 3:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.35it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.95it/s]
Epoch 3:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.55it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.06it/s]
Epoch 3:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.71it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.04it/s]
Epoch 3:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.72it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.97it/s]
Epoch 3:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.64it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.87it/s]
Epoch 3:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.59it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.44it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.15it/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, 470.53it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 430.19it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.34it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.87it/s]


Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.20it/s]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.84it/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, 128.40it/s]
Epoch 4:   8%|โ–Š         | 1/13 [00:00<00:00, 124.97it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.68it/s]
Epoch 4:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.11it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.25it/s]
Epoch 4:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.19it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.34it/s]
Epoch 4:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.53it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.00it/s]
Epoch 4:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.29it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.05it/s]
Epoch 4:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.52it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.17it/s]
Epoch 4:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.71it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.65it/s]
Epoch 4:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.25it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.41it/s]
Epoch 4:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.06it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.53it/s]
Epoch 4:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.17it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.19it/s]
Epoch 4:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.87it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.18it/s]
Epoch 4:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.87it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.83it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.58it/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, 473.77it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 425.82it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 414.80it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 445.00it/s]


Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.62it/s]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.13it/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, 125.06it/s]
Epoch 5:   8%|โ–Š         | 1/13 [00:00<00:00, 122.12it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 125.71it/s]
Epoch 5:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 124.21it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 125.50it/s]
Epoch 5:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 124.06it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 125.26it/s]
Epoch 5:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 124.50it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 125.60it/s]
Epoch 5:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 124.98it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 125.31it/s]
Epoch 5:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 124.79it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 125.79it/s]
Epoch 5:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 125.35it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 126.08it/s]
Epoch 5:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 125.69it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 125.54it/s]
Epoch 5:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 125.19it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 125.67it/s]
Epoch 5:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 125.36it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 125.40it/s]
Epoch 5:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 125.13it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 125.22it/s]
Epoch 5:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 124.85it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 125.98it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 125.73it/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, 432.71it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 413.66it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 411.53it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 433.18it/s]


Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 113.04it/s]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.69it/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, 127.31it/s]
Epoch 6:   8%|โ–Š         | 1/13 [00:00<00:00, 124.27it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.38it/s]
Epoch 6:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 125.84it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 127.80it/s]
Epoch 6:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 126.65it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.02it/s]
Epoch 6:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 126.16it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.45it/s]
Epoch 6:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 126.82it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.96it/s]
Epoch 6:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.42it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.83it/s]
Epoch 6:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.37it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.07it/s]
Epoch 6:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.63it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.14it/s]
Epoch 6:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.79it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.35it/s]
Epoch 6:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.03it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.31it/s]
Epoch 6:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.03it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.40it/s]
Epoch 6:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.11it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.31it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.03it/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, 468.38it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 433.23it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.25it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 448.24it/s]


Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.08it/s]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.71it/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, 132.53it/s]
Epoch 7:   8%|โ–Š         | 1/13 [00:00<00:00, 129.01it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.12it/s]
Epoch 7:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.49it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.98it/s]
Epoch 7:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.88it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.93it/s]
Epoch 7:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.08it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.06it/s]
Epoch 7:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.40it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.75it/s]
Epoch 7:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.19it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.64it/s]
Epoch 7:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.16it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.41it/s]
Epoch 7:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.99it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.30it/s]
Epoch 7:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.93it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.34it/s]
Epoch 7:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.97it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.39it/s]
Epoch 7:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.09it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.38it/s]
Epoch 7:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.11it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.36it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.10it/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, 485.68it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.95it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.03it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.69it/s]


Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.89it/s]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.51it/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, 127.63it/s]
Epoch 8:   8%|โ–Š         | 1/13 [00:00<00:00, 124.21it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.99it/s]
Epoch 8:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.41it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.37it/s]
Epoch 8:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.29it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.74it/s]
Epoch 8:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.79it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.38it/s]
Epoch 8:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.71it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.48it/s]
Epoch 8:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.93it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.44it/s]
Epoch 8:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.95it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.50it/s]
Epoch 8:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.05it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.45it/s]
Epoch 8:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.09it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.56it/s]
Epoch 8:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.24it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.60it/s]
Epoch 8:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.30it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.17it/s]
Epoch 8:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.89it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.07it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.81it/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, 485.06it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.31it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.82it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 457.57it/s]


Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.87it/s]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.50it/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, 129.93it/s]
Epoch 9:   8%|โ–Š         | 1/13 [00:00<00:00, 126.44it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.88it/s]
Epoch 9:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.26it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.22it/s]
Epoch 9:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.13it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.74it/s]
Epoch 9:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.91it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.21it/s]
Epoch 9:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.54it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.82it/s]
Epoch 9:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.28it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.80it/s]
Epoch 9:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.28it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.10it/s]
Epoch 9:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.70it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.59it/s]
Epoch 9:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.23it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.62it/s]
Epoch 9:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.26it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.84it/s]
Epoch 9:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.55it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.23it/s]
Epoch 9:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.94it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.20it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.92it/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, 483.38it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.09it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 421.64it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.80it/s]


Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.89it/s]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.52it/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, 119.42it/s]
Epoch 10:   8%|โ–Š         | 1/13 [00:00<00:00, 116.60it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 122.95it/s]
Epoch 10:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 121.45it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 124.88it/s]
Epoch 10:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 123.74it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 125.38it/s]
Epoch 10:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 124.54it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 126.34it/s]
Epoch 10:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 125.73it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 126.98it/s]
Epoch 10:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 126.46it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.66it/s]
Epoch 10:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.16it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.99it/s]
Epoch 10:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.59it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.26it/s]
Epoch 10:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.91it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.49it/s]
Epoch 10:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.13it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.56it/s]
Epoch 10:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.26it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.82it/s]
Epoch 10:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.55it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.77it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.52it/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, 481.99it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.72it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.08it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.46it/s]


Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.56it/s]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.19it/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, 131.71it/s]
Epoch 11:   8%|โ–Š         | 1/13 [00:00<00:00, 128.16it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.02it/s]
Epoch 11:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.43it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.40it/s]
Epoch 11:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.31it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.78it/s]
Epoch 11:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.86it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.93it/s]
Epoch 11:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.28it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.93it/s]
Epoch 11:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.38it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.87it/s]
Epoch 11:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.35it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.07it/s]
Epoch 11:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.66it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.14it/s]
Epoch 11:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.74it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.37it/s]
Epoch 11:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.04it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.52it/s]
Epoch 11:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.18it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.28it/s]
Epoch 11:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.00it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.04it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.79it/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, 482.60it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.50it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.77it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.30it/s]


Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.42it/s]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.04it/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, 132.68it/s]
Epoch 12:   8%|โ–Š         | 1/13 [00:00<00:00, 129.38it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.32it/s]
Epoch 12:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.46it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.94it/s]
Epoch 12:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.84it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.99it/s]
Epoch 12:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.16it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.74it/s]
Epoch 12:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.02it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.10it/s]
Epoch 12:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.55it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.28it/s]
Epoch 12:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.81it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.35it/s]
Epoch 12:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 127.93it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.21it/s]
Epoch 12:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.84it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.15it/s]
Epoch 12:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.76it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.17it/s]
Epoch 12:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.87it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.39it/s]
Epoch 12:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.12it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.36it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.12it/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, 492.46it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.77it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.67it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.15it/s]


Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.19it/s]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.80it/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, 132.85it/s]
Epoch 13:   8%|โ–Š         | 1/13 [00:00<00:00, 129.18it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.32it/s]
Epoch 13:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.68it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.20it/s]
Epoch 13:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.12it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.55it/s]
Epoch 13:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.74it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.39it/s]
Epoch 13:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.72it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.25it/s]
Epoch 13:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.64it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.36it/s]
Epoch 13:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.90it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.62it/s]
Epoch 13:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.22it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.01it/s]
Epoch 13:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.64it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.80it/s]
Epoch 13:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.46it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.87it/s]
Epoch 13:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.57it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.97it/s]
Epoch 13:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.70it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.89it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.64it/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, 486.13it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.07it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.59it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.10it/s]


Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.60it/s]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.20it/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, 131.37it/s]
Epoch 14:   8%|โ–Š         | 1/13 [00:00<00:00, 128.12it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.52it/s]
Epoch 14:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.86it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.03it/s]
Epoch 14:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.83it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.02it/s]
Epoch 14:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.09it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.06it/s]
Epoch 14:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.30it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.39it/s]
Epoch 14:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.84it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.61it/s]
Epoch 14:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.09it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.30it/s]
Epoch 14:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.88it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.43it/s]
Epoch 14:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.06it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.86it/s]
Epoch 14:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.53it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.96it/s]
Epoch 14:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.67it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.18it/s]
Epoch 14:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.91it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.13it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.87it/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, 467.38it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.19it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 413.97it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 443.30it/s]


Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.08it/s]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.66it/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, 133.67it/s]
Epoch 15:   8%|โ–Š         | 1/13 [00:00<00:00, 130.02it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.93it/s]
Epoch 15:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.11it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.92it/s]
Epoch 15:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.83it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.32it/s]
Epoch 15:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.24it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.40it/s]
Epoch 15:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.74it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.57it/s]
Epoch 15:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.00it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.17it/s]
Epoch 15:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.64it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.74it/s]
Epoch 15:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.33it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.39it/s]
Epoch 15:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.02it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.43it/s]
Epoch 15:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.11it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.22it/s]
Epoch 15:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.89it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.08it/s]
Epoch 15:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.81it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.74it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.46it/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, 483.66it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.75it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 411.37it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 442.10it/s]


Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.09it/s]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.69it/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, 131.08it/s]
Epoch 16:   8%|โ–Š         | 1/13 [00:00<00:00, 127.39it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.96it/s]
Epoch 16:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.27it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.43it/s]
Epoch 16:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.33it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.84it/s]
Epoch 16:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.05it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.52it/s]
Epoch 16:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.81it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.26it/s]
Epoch 16:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.71it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.21it/s]
Epoch 16:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.74it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.53it/s]
Epoch 16:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.12it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.91it/s]
Epoch 16:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.55it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.69it/s]
Epoch 16:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.37it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.85it/s]
Epoch 16:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.51it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.94it/s]
Epoch 16:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.67it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.68it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.41it/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, 486.52it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.79it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 443.81it/s]


Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.96it/s]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.59it/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, 131.73it/s]
Epoch 17:   8%|โ–Š         | 1/13 [00:00<00:00, 128.20it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.76it/s]
Epoch 17:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.13it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.26it/s]
Epoch 17:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.14it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.31it/s]
Epoch 17:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.39it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.86it/s]
Epoch 17:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.21it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.65it/s]
Epoch 17:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.10it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.60it/s]
Epoch 17:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.13it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.57it/s]
Epoch 17:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.12it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.12it/s]
Epoch 17:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.71it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.08it/s]
Epoch 17:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.75it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.40it/s]
Epoch 17:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.11it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.13it/s]
Epoch 17:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.85it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.18it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.93it/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, 475.22it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 415.33it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 444.15it/s]


Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.53it/s]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.11it/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, 132.16it/s]
Epoch 18:   8%|โ–Š         | 1/13 [00:00<00:00, 128.84it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.94it/s]
Epoch 18:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.12it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.96it/s]
Epoch 18:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.84it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.25it/s]
Epoch 18:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.44it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.51it/s]
Epoch 18:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.86it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.83it/s]
Epoch 18:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.27it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.01it/s]
Epoch 18:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.48it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.01it/s]
Epoch 18:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.60it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.02it/s]
Epoch 18:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.66it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.36it/s]
Epoch 18:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.03it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.68it/s]
Epoch 18:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.38it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.81it/s]
Epoch 18:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.53it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.68it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.42it/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, 481.99it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.07it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.58it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.05it/s]


Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.95it/s]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.53it/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, 132.71it/s]
Epoch 19:   8%|โ–Š         | 1/13 [00:00<00:00, 129.39it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.78it/s]
Epoch 19:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.11it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.22it/s]
Epoch 19:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.10it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.85it/s]
Epoch 19:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.93it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.04it/s]
Epoch 19:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.37it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.18it/s]
Epoch 19:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.55it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.39it/s]
Epoch 19:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.91it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.52it/s]
Epoch 19:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.05it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.49it/s]
Epoch 19:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.12it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.61it/s]
Epoch 19:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.23it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.43it/s]
Epoch 19:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.12it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.51it/s]
Epoch 19:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.23it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.32it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.05it/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, 467.91it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 431.07it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.39it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.71it/s]


Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.33it/s]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.94it/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, 126.88it/s]
Epoch 20:   8%|โ–Š         | 1/13 [00:00<00:00, 123.86it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.49it/s]
Epoch 20:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 127.91it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.59it/s]
Epoch 20:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.50it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.13it/s]
Epoch 20:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.31it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.77it/s]
Epoch 20:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.11it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.12it/s]
Epoch 20:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.57it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.07it/s]
Epoch 20:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.59it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.26it/s]
Epoch 20:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.84it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.27it/s]
Epoch 20:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.89it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.41it/s]
Epoch 20:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.05it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.51it/s]
Epoch 20:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.21it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.54it/s]
Epoch 20:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.26it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.36it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.10it/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, 467.28it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 430.63it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.21it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.55it/s]


Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.47it/s]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.08it/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, 134.26it/s]
Epoch 21:   8%|โ–Š         | 1/13 [00:00<00:00, 130.89it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 134.11it/s]
Epoch 21:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.41it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.78it/s]
Epoch 21:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.65it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.70it/s]
Epoch 21:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.84it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.84it/s]
Epoch 21:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.15it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.61it/s]
Epoch 21:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.04it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.49it/s]
Epoch 21:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.00it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.38it/s]
Epoch 21:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.95it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.31it/s]
Epoch 21:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.93it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.32it/s]
Epoch 21:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.98it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.93it/s]
Epoch 21:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.60it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.65it/s]
Epoch 21:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.34it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.21it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.93it/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, 471.59it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 426.68it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 419.46it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 447.18it/s]


Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.70it/s]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.32it/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, 132.60it/s]
Epoch 22:   8%|โ–Š         | 1/13 [00:00<00:00, 129.31it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.98it/s]
Epoch 22:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.14it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.17it/s]
Epoch 22:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.06it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.40it/s]
Epoch 22:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.56it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.70it/s]
Epoch 22:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.01it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.56it/s]
Epoch 22:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.00it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.16it/s]
Epoch 22:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.68it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.77it/s]
Epoch 22:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.35it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.71it/s]
Epoch 22:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.34it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.74it/s]
Epoch 22:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.40it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.83it/s]
Epoch 22:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.53it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.97it/s]
Epoch 22:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.70it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.91it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.65it/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, 486.69it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 417.09it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 414.48it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 442.87it/s]


Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.90it/s]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.51it/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, 134.19it/s]
Epoch 23:   8%|โ–Š         | 1/13 [00:00<00:00, 130.81it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.82it/s]
Epoch 23:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.94it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.71it/s]
Epoch 23:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 128.52it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.67it/s]
Epoch 23:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 128.86it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.59it/s]
Epoch 23:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.94it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.26it/s]
Epoch 23:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.66it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.73it/s]
Epoch 23:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.26it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.56it/s]
Epoch 23:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.14it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.04it/s]
Epoch 23:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.62it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.37it/s]
Epoch 23:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.02it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.45it/s]
Epoch 23:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.12it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.46it/s]
Epoch 23:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.19it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.55it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 129.30it/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, 481.38it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 424.78it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 407.03it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 437.54it/s]


Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.84it/s]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.47it/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, 131.40it/s]
Epoch 24:   8%|โ–Š         | 1/13 [00:00<00:00, 128.15it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.90it/s]
Epoch 24:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.26it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.60it/s]
Epoch 24:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.42it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.96it/s]
Epoch 24:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.13it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.40it/s]
Epoch 24:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.67it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.65it/s]
Epoch 24:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.09it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.93it/s]
Epoch 24:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.40it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.06it/s]
Epoch 24:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.64it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.12it/s]
Epoch 24:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.71it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.14it/s]
Epoch 24:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.81it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.23it/s]
Epoch 24:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.89it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.41it/s]
Epoch 24:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.13it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.24it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.98it/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, 489.59it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 443.04it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.06it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.08it/s]


Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.46it/s]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.08it/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, 135.29it/s]
Epoch 25:   8%|โ–Š         | 1/13 [00:00<00:00, 131.83it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.85it/s]
Epoch 25:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.14it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.35it/s]
Epoch 25:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.09it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.86it/s]
Epoch 25:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.02it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.20it/s]
Epoch 25:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.38it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.38it/s]
Epoch 25:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.81it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.28it/s]
Epoch 25:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.74it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.23it/s]
Epoch 25:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.81it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.14it/s]
Epoch 25:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.71it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.03it/s]
Epoch 25:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.69it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.15it/s]
Epoch 25:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.81it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.24it/s]
Epoch 25:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.95it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 134.09it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.83it/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, 482.10it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 442.06it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.14it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.67it/s]


Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 120.08it/s]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.69it/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, 135.69it/s]
Epoch 26:   8%|โ–Š         | 1/13 [00:00<00:00, 132.25it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.63it/s]
Epoch 26:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.98it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.46it/s]
Epoch 26:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.24it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.35it/s]
Epoch 26:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.52it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.41it/s]
Epoch 26:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.74it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.67it/s]
Epoch 26:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.07it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.98it/s]
Epoch 26:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.50it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.19it/s]
Epoch 26:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.69it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.37it/s]
Epoch 26:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.00it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.52it/s]
Epoch 26:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.18it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.67it/s]
Epoch 26:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.36it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.76it/s]
Epoch 26:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.48it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.60it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.34it/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, 486.92it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 444.34it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.73it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.48it/s]


Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.76it/s]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.33it/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, 134.95it/s]
Epoch 27:   8%|โ–Š         | 1/13 [00:00<00:00, 130.88it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.73it/s]
Epoch 27:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.04it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.72it/s]
Epoch 27:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.60it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.59it/s]
Epoch 27:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.75it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.64it/s]
Epoch 27:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.96it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.65it/s]
Epoch 27:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.09it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.69it/s]
Epoch 27:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.20it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.93it/s]
Epoch 27:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.52it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.10it/s]
Epoch 27:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.72it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.95it/s]
Epoch 27:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.61it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.94it/s]
Epoch 27:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.60it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.93it/s]
Epoch 27:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.65it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.77it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.52it/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, 485.45it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.19it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.55it/s]


Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.98it/s]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.58it/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, 131.74it/s]
Epoch 28:   8%|โ–Š         | 1/13 [00:00<00:00, 128.47it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.29it/s]
Epoch 28:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.62it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.35it/s]
Epoch 28:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.23it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.45it/s]
Epoch 28:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.61it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.91it/s]
Epoch 28:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.23it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.09it/s]
Epoch 28:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.48it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.46it/s]
Epoch 28:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.98it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.77it/s]
Epoch 28:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.31it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.89it/s]
Epoch 28:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.51it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.93it/s]
Epoch 28:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.59it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.99it/s]
Epoch 28:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.69it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.98it/s]
Epoch 28:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.69it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.89it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.63it/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, 489.82it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.32it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.00it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.36it/s]


Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.83it/s]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.44it/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, 133.66it/s]
Epoch 29:   8%|โ–Š         | 1/13 [00:00<00:00, 130.34it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.35it/s]
Epoch 29:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.67it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.50it/s]
Epoch 29:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.37it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.52it/s]
Epoch 29:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.67it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.89it/s]
Epoch 29:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.21it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.87it/s]
Epoch 29:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.30it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.98it/s]
Epoch 29:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.44it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.16it/s]
Epoch 29:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.66it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.10it/s]
Epoch 29:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.72it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.02it/s]
Epoch 29:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.64it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.06it/s]
Epoch 29:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.75it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.01it/s]
Epoch 29:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.70it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.96it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.70it/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, 434.24it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.28it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 452.00it/s]


Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.85it/s]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.45it/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, 132.59it/s]
Epoch 30:   8%|โ–Š         | 1/13 [00:00<00:00, 129.30it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.80it/s]
Epoch 30:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.15it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.31it/s]
Epoch 30:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.20it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.07it/s]
Epoch 30:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.14it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.98it/s]
Epoch 30:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.30it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.31it/s]
Epoch 30:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.68it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.58it/s]
Epoch 30:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.09it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.82it/s]
Epoch 30:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.39it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.92it/s]
Epoch 30:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.54it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.13it/s]
Epoch 30:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.78it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.13it/s]
Epoch 30:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.82it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.17it/s]
Epoch 30:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.88it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.96it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.66it/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, 476.84it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 417.99it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 411.45it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 443.64it/s]


Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.75it/s]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.36it/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, 131.40it/s]
Epoch 31:   8%|โ–Š         | 1/13 [00:00<00:00, 127.87it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.55it/s]
Epoch 31:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.91it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.12it/s]
Epoch 31:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.89it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.26it/s]
Epoch 31:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.42it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.94it/s]
Epoch 31:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.27it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.42it/s]
Epoch 31:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.86it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.54it/s]
Epoch 31:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.06it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.57it/s]
Epoch 31:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.15it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.79it/s]
Epoch 31:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.41it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.93it/s]
Epoch 31:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.59it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.13it/s]
Epoch 31:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.78it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.04it/s]
Epoch 31:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.76it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.77it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.51it/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, 479.46it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 441.06it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 428.16it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.28it/s]


Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.88it/s]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.48it/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, 135.52it/s]
Epoch 32:   8%|โ–Š         | 1/13 [00:00<00:00, 132.07it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 134.74it/s]
Epoch 32:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.00it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.64it/s]
Epoch 32:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.36it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.64it/s]
Epoch 32:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.79it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.55it/s]
Epoch 32:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.80it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.15it/s]
Epoch 32:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.58it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.58it/s]
Epoch 32:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.10it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.76it/s]
Epoch 32:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.33it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.85it/s]
Epoch 32:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.48it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.93it/s]
Epoch 32:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.59it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.09it/s]
Epoch 32:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.78it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.84it/s]
Epoch 32:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.54it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.60it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.34it/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, 488.45it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 432.28it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 461.15it/s]


Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.93it/s]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.50it/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, 131.27it/s]
Epoch 33:   8%|โ–Š         | 1/13 [00:00<00:00, 128.02it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.42it/s]
Epoch 33:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.50it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.23it/s]
Epoch 33:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.12it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.17it/s]
Epoch 33:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.33it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.52it/s]
Epoch 33:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.85it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.00it/s]
Epoch 33:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.38it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.21it/s]
Epoch 33:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.74it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.48it/s]
Epoch 33:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.01it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.50it/s]
Epoch 33:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.12it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.52it/s]
Epoch 33:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.13it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.42it/s]
Epoch 33:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.11it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.29it/s]
Epoch 33:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.01it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.88it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.62it/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, 486.63it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 441.83it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.98it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 445.75it/s]


Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.95it/s]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.55it/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, 131.92it/s]
Epoch 34:   8%|โ–Š         | 1/13 [00:00<00:00, 128.67it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.26it/s]
Epoch 34:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.77it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.51it/s]
Epoch 34:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.41it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.52it/s]
Epoch 34:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.58it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.37it/s]
Epoch 34:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.71it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.27it/s]
Epoch 34:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.72it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.53it/s]
Epoch 34:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.02it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.76it/s]
Epoch 34:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.34it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.55it/s]
Epoch 34:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.14it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.46it/s]
Epoch 34:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.12it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.69it/s]
Epoch 34:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.38it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.54it/s]
Epoch 34:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.25it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.92it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.67it/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, 483.05it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.00it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 413.88it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 443.61it/s]


Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.20it/s]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.82it/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, 132.97it/s]
Epoch 35:   8%|โ–Š         | 1/13 [00:00<00:00, 129.66it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.97it/s]
Epoch 35:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.31it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.91it/s]
Epoch 35:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.82it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.83it/s]
Epoch 35:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.84it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.33it/s]
Epoch 35:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.68it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.92it/s]
Epoch 35:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 130.37it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.98it/s]
Epoch 35:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 130.51it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.19it/s]
Epoch 35:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 130.78it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.10it/s]
Epoch 35:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 130.69it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.97it/s]
Epoch 35:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 130.65it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.01it/s]
Epoch 35:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 130.71it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.02it/s]
Epoch 35:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 130.71it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.45it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 131.19it/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, 467.54it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 412.91it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 443.09it/s]


Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.74it/s]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.32it/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, 133.12it/s]
Epoch 36:   8%|โ–Š         | 1/13 [00:00<00:00, 129.39it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.38it/s]
Epoch 36:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 129.66it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.18it/s]
Epoch 36:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.08it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.63it/s]
Epoch 36:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.81it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.13it/s]
Epoch 36:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.46it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.58it/s]
Epoch 36:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.02it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.71it/s]
Epoch 36:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.23it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.71it/s]
Epoch 36:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.29it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.01it/s]
Epoch 36:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.63it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.83it/s]
Epoch 36:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.49it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.99it/s]
Epoch 36:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.68it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.99it/s]
Epoch 36:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.71it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.68it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.42it/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, 484.27it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 441.37it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.89it/s]

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


Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.88it/s]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.46it/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, 134.80it/s]
Epoch 37:   8%|โ–Š         | 1/13 [00:00<00:00, 131.06it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.33it/s]
Epoch 37:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.66it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.08it/s]
Epoch 37:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.96it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.54it/s]
Epoch 37:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.69it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 134.01it/s]
Epoch 37:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.26it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.66it/s]
Epoch 37:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.09it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.63it/s]
Epoch 37:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.09it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.53it/s]
Epoch 37:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.11it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.61it/s]
Epoch 37:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.19it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.54it/s]
Epoch 37:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.20it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.70it/s]
Epoch 37:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.34it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.69it/s]
Epoch 37:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.41it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 134.53it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 134.27it/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, 482.21it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 423.90it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 415.59it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 446.96it/s]


Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 120.32it/s]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.93it/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, 133.07it/s]
Epoch 38:   8%|โ–Š         | 1/13 [00:00<00:00, 129.80it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.77it/s]
Epoch 38:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.08it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.55it/s]
Epoch 38:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.41it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.44it/s]
Epoch 38:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.60it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.52it/s]
Epoch 38:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.78it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.51it/s]
Epoch 38:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.94it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.33it/s]
Epoch 38:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.83it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 133.21it/s]
Epoch 38:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.78it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.09it/s]
Epoch 38:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.66it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.72it/s]
Epoch 38:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.38it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.81it/s]
Epoch 38:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.50it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.86it/s]
Epoch 38:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.57it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.70it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.44it/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, 488.51it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 440.86it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.80it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 455.42it/s]


Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.79it/s]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.38it/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, 131.53it/s]
Epoch 39:   8%|โ–Š         | 1/13 [00:00<00:00, 128.28it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.77it/s]
Epoch 39:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.10it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.44it/s]
Epoch 39:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.31it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.42it/s]
Epoch 39:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.57it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.33it/s]
Epoch 39:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.67it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.47it/s]
Epoch 39:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.90it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.32it/s]
Epoch 39:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.83it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.25it/s]
Epoch 39:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.77it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.48it/s]
Epoch 39:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.06it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.55it/s]
Epoch 39:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.21it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.51it/s]
Epoch 39:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.20it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.56it/s]
Epoch 39:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.28it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.44it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.18it/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, 484.61it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 434.33it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.28it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.14it/s]


Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.67it/s]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.28it/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, 129.44it/s]
Epoch 40:   8%|โ–Š         | 1/13 [00:00<00:00, 126.27it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.54it/s]
Epoch 40:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.92it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.72it/s]
Epoch 40:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.63it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.19it/s]
Epoch 40:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.37it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.62it/s]
Epoch 40:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.91it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.61it/s]
Epoch 40:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.06it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.93it/s]
Epoch 40:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.41it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.02it/s]
Epoch 40:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.61it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.00it/s]
Epoch 40:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.59it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.28it/s]
Epoch 40:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.95it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.45it/s]
Epoch 40:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.14it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.55it/s]
Epoch 40:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.24it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.46it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.16it/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, 485.79it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.05it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 451.40it/s]


Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.68it/s]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.29it/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, 122.80it/s]
Epoch 41:   8%|โ–Š         | 1/13 [00:00<00:00, 119.90it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 125.61it/s]
Epoch 41:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 123.86it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 126.69it/s]
Epoch 41:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 125.58it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 127.66it/s]
Epoch 41:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 126.87it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 128.65it/s]
Epoch 41:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.93it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 128.12it/s]
Epoch 41:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.52it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.36it/s]
Epoch 41:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.91it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.15it/s]
Epoch 41:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.70it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.09it/s]
Epoch 41:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.74it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.42it/s]
Epoch 41:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 129.10it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.44it/s]
Epoch 41:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 129.13it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.31it/s]
Epoch 41:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 129.00it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.43it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 130.16it/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, 484.27it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 437.36it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.21it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 453.33it/s]


Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 117.06it/s]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 116.68it/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, 117.95it/s]
Epoch 42:   8%|โ–Š         | 1/13 [00:00<00:00, 115.32it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 123.63it/s]
Epoch 42:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 122.00it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 125.85it/s]
Epoch 42:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 124.84it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 126.82it/s]
Epoch 42:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 126.05it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 127.42it/s]
Epoch 42:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 126.79it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.76it/s]
Epoch 42:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 127.23it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 128.13it/s]
Epoch 42:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 127.66it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.49it/s]
Epoch 42:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 128.07it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 128.14it/s]
Epoch 42:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 127.74it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.51it/s]
Epoch 42:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 127.16it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.43it/s]
Epoch 42:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.13it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.81it/s]
Epoch 42:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.54it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.83it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.58it/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, 478.04it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 434.87it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 422.83it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.01it/s]


Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.67it/s]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.29it/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, 131.76it/s]
Epoch 43:   8%|โ–Š         | 1/13 [00:00<00:00, 128.50it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.52it/s]
Epoch 43:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.49it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.13it/s]
Epoch 43:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 131.02it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.17it/s]
Epoch 43:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 131.33it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.41it/s]
Epoch 43:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.72it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.09it/s]
Epoch 43:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.53it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.33it/s]
Epoch 43:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.84it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.03it/s]
Epoch 43:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.58it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.69it/s]
Epoch 43:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.31it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.49it/s]
Epoch 43:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.11it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.48it/s]
Epoch 43:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.18it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.31it/s]
Epoch 43:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.03it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.28it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.02it/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, 486.18it/s]

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

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.20it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.21it/s]


Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.60it/s]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.22it/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, 132.54it/s]
Epoch 44:   8%|โ–Š         | 1/13 [00:00<00:00, 129.25it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 133.39it/s]
Epoch 44:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 131.72it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.22it/s]
Epoch 44:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.09it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.04it/s]
Epoch 44:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.17it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.17it/s]
Epoch 44:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 131.50it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.36it/s]
Epoch 44:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 131.79it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.26it/s]
Epoch 44:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 131.78it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.08it/s]
Epoch 44:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 131.58it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.92it/s]
Epoch 44:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 131.55it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.89it/s]
Epoch 44:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 131.55it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.96it/s]
Epoch 44:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 131.66it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.10it/s]
Epoch 44:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 131.81it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.02it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 132.73it/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, 482.83it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 423.45it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 413.38it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 435.79it/s]


Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.81it/s]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 118.41it/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, 134.54it/s]
Epoch 45:   8%|โ–Š         | 1/13 [00:00<00:00, 130.81it/s]
Epoch 45:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 134.17it/s]
Epoch 45:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.48it/s]
Epoch 45:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 134.46it/s]
Epoch 45:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.25it/s]
Epoch 45:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 134.45it/s]
Epoch 45:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.59it/s]
Epoch 45:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 134.32it/s]
Epoch 45:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.63it/s]
Epoch 45:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 134.10it/s]
Epoch 45:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.52it/s]
Epoch 45:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.62it/s]
Epoch 45:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.11it/s]
Epoch 45:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.94it/s]
Epoch 45:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.51it/s]
Epoch 45:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 133.13it/s]
Epoch 45:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.70it/s]
Epoch 45:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 133.15it/s]
Epoch 45:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.81it/s]
Epoch 45:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 133.11it/s]
Epoch 45:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.80it/s]
Epoch 45:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 133.12it/s]
Epoch 45:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.84it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.87it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.61it/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, 491.25it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 443.89it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.73it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.92it/s]


Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.96it/s]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.55it/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, 135.44it/s]
Epoch 46:   8%|โ–Š         | 1/13 [00:00<00:00, 131.50it/s]
Epoch 46:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 134.05it/s]
Epoch 46:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.35it/s]
Epoch 46:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.49it/s]
Epoch 46:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.25it/s]
Epoch 46:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.41it/s]
Epoch 46:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.57it/s]
Epoch 46:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.53it/s]
Epoch 46:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.65it/s]
Epoch 46:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.59it/s]
Epoch 46:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 133.02it/s]
Epoch 46:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.75it/s]
Epoch 46:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 133.27it/s]
Epoch 46:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.84it/s]
Epoch 46:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.41it/s]
Epoch 46:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.66it/s]
Epoch 46:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.28it/s]
Epoch 46:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.73it/s]
Epoch 46:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.39it/s]
Epoch 46:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.73it/s]
Epoch 46:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.43it/s]
Epoch 46:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.80it/s]
Epoch 46:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.49it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.67it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.39it/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, 490.10it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 431.00it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 423.05it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 449.86it/s]


Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.63it/s]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.24it/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, 134.76it/s]
Epoch 47:   8%|โ–Š         | 1/13 [00:00<00:00, 131.38it/s]
Epoch 47:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 134.08it/s]
Epoch 47:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 132.37it/s]
Epoch 47:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 133.52it/s]
Epoch 47:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 132.39it/s]
Epoch 47:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 133.42it/s]
Epoch 47:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 132.57it/s]
Epoch 47:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 133.24it/s]
Epoch 47:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 132.56it/s]
Epoch 47:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.85it/s]
Epoch 47:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 132.22it/s]
Epoch 47:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.70it/s]
Epoch 47:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 132.22it/s]
Epoch 47:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.77it/s]
Epoch 47:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 132.34it/s]
Epoch 47:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.90it/s]
Epoch 47:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 132.53it/s]
Epoch 47:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.67it/s]
Epoch 47:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 132.33it/s]
Epoch 47:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.75it/s]
Epoch 47:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 132.44it/s]
Epoch 47:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.68it/s]
Epoch 47:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 132.40it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.43it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 133.17it/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, 488.62it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 447.97it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 432.61it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 458.92it/s]


Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.63it/s]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 119.25it/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, 129.49it/s]
Epoch 48:   8%|โ–Š         | 1/13 [00:00<00:00, 126.02it/s]
Epoch 48:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 130.02it/s]
Epoch 48:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 128.42it/s]
Epoch 48:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 130.09it/s]
Epoch 48:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 129.02it/s]
Epoch 48:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 130.38it/s]
Epoch 48:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 129.42it/s]
Epoch 48:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 130.07it/s]
Epoch 48:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 129.42it/s]
Epoch 48:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.91it/s]
Epoch 48:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 129.37it/s]
Epoch 48:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.79it/s]
Epoch 48:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 129.33it/s]
Epoch 48:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.63it/s]
Epoch 48:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 129.18it/s]
Epoch 48:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.45it/s]
Epoch 48:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 129.08it/s]
Epoch 48:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.66it/s]
Epoch 48:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 128.29it/s]
Epoch 48:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 128.27it/s]
Epoch 48:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 127.95it/s]
Epoch 48:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 128.09it/s]
Epoch 48:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 127.78it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.58it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 128.34it/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, 475.71it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 441.13it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 424.52it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 450.53it/s]


Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.55it/s]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 115.17it/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, 125.16it/s]
Epoch 49:   8%|โ–Š         | 1/13 [00:00<00:00, 122.20it/s]
Epoch 49:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 124.03it/s]
Epoch 49:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 122.57it/s]
Epoch 49:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 124.07it/s]
Epoch 49:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 123.09it/s]
Epoch 49:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 124.17it/s]
Epoch 49:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 123.44it/s]
Epoch 49:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 124.23it/s]
Epoch 49:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 123.64it/s]
Epoch 49:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 124.07it/s]
Epoch 49:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 123.57it/s]
Epoch 49:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 123.09it/s]
Epoch 49:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 122.67it/s]
Epoch 49:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 122.85it/s]
Epoch 49:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 122.49it/s]
Epoch 49:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 122.62it/s]
Epoch 49:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 122.24it/s]
Epoch 49:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 122.42it/s]
Epoch 49:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 122.13it/s]
Epoch 49:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 122.21it/s]
Epoch 49:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 121.95it/s]
Epoch 49:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 122.01it/s]
Epoch 49:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 121.77it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 122.38it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 122.16it/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, 422.26it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 407.53it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 405.86it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 435.33it/s]


Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 110.23it/s]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 109.90it/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, 118.48it/s]
Epoch 50:   8%|โ–Š         | 1/13 [00:00<00:00, 115.85it/s]
Epoch 50:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 118.50it/s]
Epoch 50:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 116.96it/s]
Epoch 50:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 117.52it/s]
Epoch 50:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 116.63it/s]
Epoch 50:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 116.34it/s]
Epoch 50:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 115.70it/s]
Epoch 50:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 116.15it/s]
Epoch 50:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 115.63it/s]
Epoch 50:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 115.38it/s]
Epoch 50:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 114.96it/s]
Epoch 50:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 114.76it/s]
Epoch 50:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 114.40it/s]
Epoch 50:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 114.04it/s]
Epoch 50:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 113.72it/s]
Epoch 50:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 113.69it/s]
Epoch 50:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 113.42it/s]
Epoch 50:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 113.39it/s]
Epoch 50:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 113.13it/s]
Epoch 50:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 113.07it/s]
Epoch 50:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 112.84it/s]
Epoch 50:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 112.62it/s]
Epoch 50:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 112.42it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.95it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 112.76it/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, 474.74it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 439.77it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 426.44it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 441.58it/s]


Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.69it/s]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 102.37it/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, 108.22it/s]
Epoch 51:   8%|โ–Š         | 1/13 [00:00<00:00, 105.98it/s]
Epoch 51:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 107.19it/s]
Epoch 51:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 106.08it/s]
Epoch 51:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.76it/s]
Epoch 51:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 105.05it/s]
Epoch 51:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.59it/s]
Epoch 51:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 105.05it/s]
Epoch 51:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.51it/s]
Epoch 51:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 105.05it/s]
Epoch 51:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 105.04it/s]
Epoch 51:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 104.69it/s]
Epoch 51:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.85it/s]
Epoch 51:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 104.54it/s]
Epoch 51:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.43it/s]
Epoch 51:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 104.14it/s]
Epoch 51:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 104.19it/s]
Epoch 51:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 103.96it/s]
Epoch 51:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.72it/s]
Epoch 51:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 103.51it/s]
Epoch 51:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.30it/s]
Epoch 51:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 103.09it/s]
Epoch 51:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.97it/s]
Epoch 51:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 102.77it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.30it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 103.14it/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, 466.76it/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, 413.22it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 444.76it/s]


Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.58it/s]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 94.21it/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, 99.20it/s]
Epoch 52:   8%|โ–Š         | 1/13 [00:00<00:00, 97.16it/s]
Epoch 52:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 99.15it/s]
Epoch 52:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 98.11it/s]
Epoch 52:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 98.59it/s]
Epoch 52:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 97.97it/s]
Epoch 52:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 98.36it/s]
Epoch 52:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 97.89it/s]
Epoch 52:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 98.68it/s]
Epoch 52:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 98.31it/s]
Epoch 52:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 98.45it/s]
Epoch 52:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 98.12it/s]
Epoch 52:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 98.35it/s]
Epoch 52:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 98.04it/s]
Epoch 52:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 98.02it/s]
Epoch 52:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 97.79it/s]
Epoch 52:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 97.65it/s]
Epoch 52:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 97.32it/s]
Epoch 52:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 97.24it/s]
Epoch 52:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 97.06it/s]
Epoch 52:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 97.29it/s]
Epoch 52:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 97.09it/s]
Epoch 52:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 97.03it/s]
Epoch 52:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 96.88it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.34it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 97.20it/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, 435.86it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 425.21it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 415.88it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 446.07it/s]


Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.67it/s]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 89.43it/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, 93.46it/s]
Epoch 53:   8%|โ–Š         | 1/13 [00:00<00:00, 91.81it/s]
Epoch 53:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 93.74it/s]
Epoch 53:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 92.90it/s]
Epoch 53:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 93.83it/s]
Epoch 53:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 93.26it/s]
Epoch 53:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 93.13it/s]
Epoch 53:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 92.71it/s]
Epoch 53:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 93.06it/s]
Epoch 53:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 92.72it/s]
Epoch 53:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 92.90it/s]
Epoch 53:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 92.62it/s]
Epoch 53:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 92.96it/s]
Epoch 53:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 92.71it/s]
Epoch 53:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 93.00it/s]
Epoch 53:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 92.80it/s]
Epoch 53:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 92.94it/s]
Epoch 53:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 92.76it/s]
Epoch 53:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 92.91it/s]
Epoch 53:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 92.74it/s]
Epoch 53:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 92.88it/s]
Epoch 53:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 92.71it/s]
Epoch 53:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 92.80it/s]
Epoch 53:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 92.66it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.16it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 93.02it/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, 484.50it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 436.75it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 427.77it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 456.73it/s]


Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 86.22it/s]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 86.02it/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, 91.29it/s]
Epoch 54:   8%|โ–Š         | 1/13 [00:00<00:00, 89.56it/s]
Epoch 54:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 91.38it/s]
Epoch 54:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 90.58it/s]
Epoch 54:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 91.68it/s]
Epoch 54:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 91.14it/s]
Epoch 54:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 91.59it/s]
Epoch 54:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 91.18it/s]
Epoch 54:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 91.37it/s]
Epoch 54:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 91.04it/s]
Epoch 54:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 91.30it/s]
Epoch 54:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 91.03it/s]
Epoch 54:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 91.20it/s]
Epoch 54:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 90.97it/s]
Epoch 54:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 91.00it/s]
Epoch 54:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 90.76it/s]
Epoch 54:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 90.89it/s]
Epoch 54:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 90.69it/s]
Epoch 54:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 90.76it/s]
Epoch 54:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 90.60it/s]
Epoch 54:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 90.59it/s]
Epoch 54:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 90.45it/s]
Epoch 54:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 90.53it/s]
Epoch 54:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 90.40it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.85it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 90.72it/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, 487.82it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 438.78it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 425.70it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 454.38it/s]


Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 84.21it/s]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 84.01it/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, 90.09it/s]
Epoch 55:   8%|โ–Š         | 1/13 [00:00<00:00, 88.56it/s]
Epoch 55:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 89.65it/s]
Epoch 55:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 88.89it/s]
Epoch 55:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 89.46it/s]
Epoch 55:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 88.95it/s]
Epoch 55:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 89.46it/s]
Epoch 55:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 89.08it/s]
Epoch 55:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 88.86it/s]
Epoch 55:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 88.56it/s]
Epoch 55:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 88.41it/s]
Epoch 55:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 88.14it/s]
Epoch 55:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 88.18it/s]
Epoch 55:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 87.97it/s]
Epoch 55:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 87.93it/s]
Epoch 55:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 87.72it/s]
Epoch 55:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 87.60it/s]
Epoch 55:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 87.43it/s]
Epoch 55:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 87.31it/s]
Epoch 55:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 87.16it/s]
Epoch 55:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 86.94it/s]
Epoch 55:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 86.81it/s]
Epoch 55:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 86.67it/s]
Epoch 55:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 86.54it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 86.74it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 86.61it/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, 474.47it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 428.54it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 418.27it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 446.33it/s]


Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 80.51it/s]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 80.33it/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, 81.68it/s]
Epoch 56:   8%|โ–Š         | 1/13 [00:00<00:00, 80.25it/s]
Epoch 56:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 81.70it/s]
Epoch 56:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 81.03it/s]
Epoch 56:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 81.65it/s]
Epoch 56:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 81.09it/s]
Epoch 56:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 81.51it/s]
Epoch 56:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 81.15it/s]
Epoch 56:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 81.20it/s]
Epoch 56:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 80.92it/s]
Epoch 56:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 80.77it/s]
Epoch 56:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 80.50it/s]
Epoch 56:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 79.99it/s]
Epoch 56:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 79.76it/s]
Epoch 56:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 79.38it/s]
Epoch 56:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 79.16it/s]
Epoch 56:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 79.26it/s]
Epoch 56:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 79.09it/s]
Epoch 56:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 79.38it/s]
Epoch 56:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 79.25it/s]
Epoch 56:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 79.54it/s]
Epoch 56:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 79.42it/s]
Epoch 56:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 79.71it/s]
Epoch 56:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 79.59it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 80.02it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 79.91it/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, 449.50it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 419.01it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 407.86it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 437.73it/s]


Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 74.52it/s]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 74.36it/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, 79.93it/s]
Epoch 57:   8%|โ–Š         | 1/13 [00:00<00:00, 78.56it/s]
Epoch 57:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 80.21it/s]
Epoch 57:  15%|โ–ˆโ–Œ        | 2/13 [00:00<00:00, 79.53it/s]
Epoch 57:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 79.80it/s]
Epoch 57:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 79.32it/s]
Epoch 57:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 79.33it/s]
Epoch 57:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 79.00it/s]
Epoch 57:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 78.88it/s]
Epoch 57:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 78.60it/s]
Epoch 57:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 78.78it/s]
Epoch 57:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 78.46it/s]
Epoch 57:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 78.56it/s]
Epoch 57:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 78.37it/s]
Epoch 57:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 78.37it/s]
Epoch 57:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 78.21it/s]
Epoch 57:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 78.39it/s]
Epoch 57:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 78.25it/s]
Epoch 57:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 78.18it/s]
Epoch 57:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 78.02it/s]
Epoch 57:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 78.08it/s]
Epoch 57:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.95it/s]
Epoch 57:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 78.14it/s]
Epoch 57:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 78.02it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 78.51it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 78.41it/s]

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

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Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 418.26it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 445.66it/s]


Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.36it/s]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 73.21it/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, 77.34it/s]
Epoch 58:   8%|โ–Š         | 1/13 [00:00<00:00, 76.18it/s]
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Epoch 58:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 78.09it/s]
Epoch 58:  23%|โ–ˆโ–ˆโ–Ž       | 3/13 [00:00<00:00, 77.68it/s]
Epoch 58:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 78.16it/s]
Epoch 58:  31%|โ–ˆโ–ˆโ–ˆ       | 4/13 [00:00<00:00, 77.82it/s]
Epoch 58:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 78.04it/s]
Epoch 58:  38%|โ–ˆโ–ˆโ–ˆโ–Š      | 5/13 [00:00<00:00, 77.79it/s]
Epoch 58:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 78.02it/s]
Epoch 58:  46%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 6/13 [00:00<00:00, 77.82it/s]
Epoch 58:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 77.85it/s]
Epoch 58:  54%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 7/13 [00:00<00:00, 77.68it/s]
Epoch 58:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 77.68it/s]
Epoch 58:  62%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–   | 8/13 [00:00<00:00, 77.53it/s]
Epoch 58:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.63it/s]
Epoch 58:  69%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‰   | 9/13 [00:00<00:00, 77.49it/s]
Epoch 58:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.63it/s]
Epoch 58:  77%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‹  | 10/13 [00:00<00:00, 77.51it/s]
Epoch 58:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.51it/s]
Epoch 58:  85%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 11/13 [00:00<00:00, 77.40it/s]
Epoch 58:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.50it/s]
Epoch 58:  92%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–| 12/13 [00:00<00:00, 77.40it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.92it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 77.83it/s]

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

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Validation DataLoader 0:  25%|โ–ˆโ–ˆโ–Œ       | 1/4 [00:00<00:00, 468.22it/s]

Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 406.11it/s]

Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 403.05it/s]

Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 432.32it/s]


Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.77it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.62it/s]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 13/13 [00:00<00:00, 72.46it/s]

Validation: |          | 0/? [00:00<?, ?it/s]
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Validation DataLoader 0:  50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ     | 2/4 [00:00<00:00, 434.73it/s]
Validation DataLoader 0:  75%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ  | 3/4 [00:00<00:00, 429.39it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 461.08it/s]
Validation DataLoader 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4/4 [00:00<00:00, 436.96it/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            0.02684524469077587
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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/main/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:310: 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]
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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,  1.63it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.63it/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,  1.00it/s, v_num=ld_0, val_loss=187.0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  1.00it/s, v_num=ld_0, val_loss=187.0, train_loss=439.0]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=187.0, train_loss=439.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=187.0, train_loss=439.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.87it/s, v_num=ld_0, val_loss=187.0, train_loss=439.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.87it/s, v_num=ld_0, val_loss=187.0, train_loss=439.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.07it/s, v_num=ld_0, val_loss=119.0, train_loss=439.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.07it/s, v_num=ld_0, val_loss=119.0, train_loss=283.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=119.0, train_loss=283.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=119.0, train_loss=283.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.86it/s, v_num=ld_0, val_loss=119.0, train_loss=283.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.86it/s, v_num=ld_0, val_loss=119.0, train_loss=283.0]
Epoch 2: 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, val_loss=89.90, train_loss=283.0]
Epoch 2: 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, val_loss=89.90, train_loss=247.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=89.90, train_loss=247.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=89.90, train_loss=247.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.85it/s, v_num=ld_0, val_loss=89.90, train_loss=247.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.85it/s, v_num=ld_0, val_loss=89.90, train_loss=247.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_0, val_loss=61.20, train_loss=247.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_0, val_loss=61.20, train_loss=164.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=61.20, train_loss=164.0]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=61.20, train_loss=164.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_0, val_loss=61.20, train_loss=164.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_0, val_loss=61.20, train_loss=164.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_0, val_loss=36.50, train_loss=164.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_0, val_loss=36.50, train_loss=115.0]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=36.50, train_loss=115.0]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=36.50, train_loss=115.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.70it/s, v_num=ld_0, val_loss=36.50, train_loss=115.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.70it/s, v_num=ld_0, val_loss=36.50, train_loss=115.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.04it/s, v_num=ld_0, val_loss=29.80, train_loss=115.0]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.04it/s, v_num=ld_0, val_loss=29.80, train_loss=74.30]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=29.80, train_loss=74.30]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=29.80, train_loss=74.30]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.83it/s, v_num=ld_0, val_loss=29.80, train_loss=74.30]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.83it/s, v_num=ld_0, val_loss=29.80, train_loss=74.30]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_0, val_loss=19.10, train_loss=74.30]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_0, val_loss=19.10, train_loss=53.60]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=19.10, train_loss=53.60]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=19.10, train_loss=53.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.96it/s, v_num=ld_0, val_loss=19.10, train_loss=53.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.96it/s, v_num=ld_0, val_loss=19.10, train_loss=53.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_0, val_loss=15.80, train_loss=53.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_0, val_loss=15.80, train_loss=33.70]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=15.80, train_loss=33.70]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=15.80, train_loss=33.70]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.82it/s, v_num=ld_0, val_loss=15.80, train_loss=33.70]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_0, val_loss=15.80, train_loss=33.70]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.09it/s, v_num=ld_0, val_loss=10.80, train_loss=33.70]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.09it/s, v_num=ld_0, val_loss=10.80, train_loss=25.00]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=10.80, train_loss=25.00]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=10.80, train_loss=25.00]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.84it/s, v_num=ld_0, val_loss=10.80, train_loss=25.00]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.84it/s, v_num=ld_0, val_loss=10.80, train_loss=25.00]
Epoch 9: 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, val_loss=9.170, train_loss=25.00]
Epoch 9: 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, val_loss=9.170, train_loss=16.20]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=9.170, train_loss=16.20]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=9.170, train_loss=16.20]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.97it/s, v_num=ld_0, val_loss=9.170, train_loss=16.20]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.97it/s, v_num=ld_0, val_loss=9.170, train_loss=16.20]
Epoch 10: 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=8.330, train_loss=16.20]
Epoch 10: 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=8.330, train_loss=13.70]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=8.330, train_loss=13.70]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=8.330, train_loss=13.70]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.78it/s, v_num=ld_0, val_loss=8.330, train_loss=13.70]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.78it/s, v_num=ld_0, val_loss=8.330, train_loss=13.70]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.09it/s, v_num=ld_0, val_loss=7.610, train_loss=13.70]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.09it/s, v_num=ld_0, val_loss=7.610, train_loss=10.60]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=7.610, train_loss=10.60]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=7.610, train_loss=10.60]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.84it/s, v_num=ld_0, val_loss=7.610, train_loss=10.60]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.83it/s, v_num=ld_0, val_loss=7.610, train_loss=10.60]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_0, val_loss=6.900, train_loss=10.60]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_0, val_loss=6.900, train_loss=9.630]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=6.900, train_loss=9.630]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=6.900, train_loss=9.630]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.19it/s, v_num=ld_0, val_loss=6.900, train_loss=9.630]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.19it/s, v_num=ld_0, val_loss=6.900, train_loss=9.630]
Epoch 13: 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=6.090, train_loss=9.630]
Epoch 13: 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=6.090, train_loss=8.490]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=6.090, train_loss=8.490]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=6.090, train_loss=8.490]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.82it/s, v_num=ld_0, val_loss=6.090, train_loss=8.490]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.82it/s, v_num=ld_0, val_loss=6.090, train_loss=8.490]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.08it/s, v_num=ld_0, val_loss=5.310, train_loss=8.490]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.07it/s, v_num=ld_0, val_loss=5.310, train_loss=8.090]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=5.310, train_loss=8.090]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=5.310, train_loss=8.090]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.10it/s, v_num=ld_0, val_loss=5.310, train_loss=8.090]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.10it/s, v_num=ld_0, val_loss=5.310, train_loss=8.090]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.16it/s, v_num=ld_0, val_loss=4.740, train_loss=8.090]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.16it/s, v_num=ld_0, val_loss=4.740, train_loss=7.120]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.740, train_loss=7.120]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.740, train_loss=7.120]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.00it/s, v_num=ld_0, val_loss=4.740, train_loss=7.120]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.00it/s, v_num=ld_0, val_loss=4.740, train_loss=7.120]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_0, val_loss=4.330, train_loss=7.120]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_0, val_loss=4.330, train_loss=6.340]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.330, train_loss=6.340]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.330, train_loss=6.340]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_0, val_loss=4.330, train_loss=6.340]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_0, val_loss=4.330, train_loss=6.340]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.08it/s, v_num=ld_0, val_loss=4.140, train_loss=6.340]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.08it/s, v_num=ld_0, val_loss=4.140, train_loss=5.520]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.140, train_loss=5.520]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=4.140, train_loss=5.520]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.04it/s, v_num=ld_0, val_loss=4.140, train_loss=5.520]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.04it/s, v_num=ld_0, val_loss=4.140, train_loss=5.520]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.15it/s, v_num=ld_0, val_loss=3.940, train_loss=5.520]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.15it/s, v_num=ld_0, val_loss=3.940, train_loss=4.430]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.940, train_loss=4.430]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.940, train_loss=4.430]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.05it/s, v_num=ld_0, val_loss=3.940, train_loss=4.430]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.05it/s, v_num=ld_0, val_loss=3.940, train_loss=4.430]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_0, val_loss=3.710, train_loss=4.430]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_0, val_loss=3.710, train_loss=4.420]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.710, train_loss=4.420]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.710, train_loss=4.420]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.69it/s, v_num=ld_0, val_loss=3.710, train_loss=4.420]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.69it/s, v_num=ld_0, val_loss=3.710, train_loss=4.420]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.04it/s, v_num=ld_0, val_loss=3.480, train_loss=4.420]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.03it/s, v_num=ld_0, val_loss=3.480, train_loss=4.180]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.480, train_loss=4.180]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.480, train_loss=4.180]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.84it/s, v_num=ld_0, val_loss=3.480, train_loss=4.180]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.84it/s, v_num=ld_0, val_loss=3.480, train_loss=4.180]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_0, val_loss=3.280, train_loss=4.180]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_0, val_loss=3.280, train_loss=4.020]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.280, train_loss=4.020]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.280, train_loss=4.020]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.16it/s, v_num=ld_0, val_loss=3.280, train_loss=4.020]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.15it/s, v_num=ld_0, val_loss=3.280, train_loss=4.020]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_0, val_loss=3.080, train_loss=4.020]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.18it/s, v_num=ld_0, val_loss=3.080, train_loss=2.930]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.080, train_loss=2.930]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=3.080, train_loss=2.930]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_0, val_loss=3.080, train_loss=2.930]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_0, val_loss=3.080, train_loss=2.930]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_0, val_loss=2.940, train_loss=2.930]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_0, val_loss=2.940, train_loss=2.970]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.940, train_loss=2.970]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.940, train_loss=2.970]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.71it/s, v_num=ld_0, val_loss=2.940, train_loss=2.970]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.71it/s, v_num=ld_0, val_loss=2.940, train_loss=2.970]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.04it/s, v_num=ld_0, val_loss=2.820, train_loss=2.970]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.04it/s, v_num=ld_0, val_loss=2.820, train_loss=2.950]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.820, train_loss=2.950]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.820, train_loss=2.950]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.95it/s, v_num=ld_0, val_loss=2.820, train_loss=2.950]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.95it/s, v_num=ld_0, val_loss=2.820, train_loss=2.950]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_0, val_loss=2.710, train_loss=2.950]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_0, val_loss=2.710, train_loss=2.750]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.710, train_loss=2.750]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.710, train_loss=2.750]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_0, val_loss=2.710, train_loss=2.750]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_0, val_loss=2.710, train_loss=2.750]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.09it/s, v_num=ld_0, val_loss=2.620, train_loss=2.750]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.09it/s, v_num=ld_0, val_loss=2.620, train_loss=2.750]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.620, train_loss=2.750]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.620, train_loss=2.750]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_0, val_loss=2.620, train_loss=2.750]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_0, val_loss=2.620, train_loss=2.750]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.09it/s, v_num=ld_0, val_loss=2.550, train_loss=2.750]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.09it/s, v_num=ld_0, val_loss=2.550, train_loss=2.420]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.550, train_loss=2.420]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.550, train_loss=2.420]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.04it/s, v_num=ld_0, val_loss=2.550, train_loss=2.420]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.03it/s, v_num=ld_0, val_loss=2.550, train_loss=2.420]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.15it/s, v_num=ld_0, val_loss=2.480, train_loss=2.420]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.15it/s, v_num=ld_0, val_loss=2.480, train_loss=2.480]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.480, train_loss=2.480]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.480, train_loss=2.480]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.68it/s, v_num=ld_0, val_loss=2.480, train_loss=2.480]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.68it/s, v_num=ld_0, val_loss=2.480, train_loss=2.480]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.03it/s, v_num=ld_0, val_loss=2.440, train_loss=2.480]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.03it/s, v_num=ld_0, val_loss=2.440, train_loss=2.410]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.440, train_loss=2.410]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.440, train_loss=2.410]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.82it/s, v_num=ld_0, val_loss=2.440, train_loss=2.410]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.82it/s, v_num=ld_0, val_loss=2.440, train_loss=2.410]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_0, val_loss=2.420, train_loss=2.410]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.09it/s, v_num=ld_0, val_loss=2.420, train_loss=2.430]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.430]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.420, train_loss=2.430]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.01it/s, v_num=ld_0, val_loss=2.420, train_loss=2.430]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.01it/s, v_num=ld_0, val_loss=2.420, train_loss=2.430]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.09it/s, v_num=ld_0, val_loss=2.410, train_loss=2.430]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.09it/s, v_num=ld_0, val_loss=2.410, train_loss=2.420]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.420]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.410, train_loss=2.420]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.84it/s, v_num=ld_0, val_loss=2.410, train_loss=2.420]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.84it/s, v_num=ld_0, val_loss=2.410, train_loss=2.420]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.04it/s, v_num=ld_0, val_loss=2.400, train_loss=2.420]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.04it/s, v_num=ld_0, val_loss=2.400, train_loss=2.360]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.360]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.360]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.09it/s, v_num=ld_0, val_loss=2.400, train_loss=2.360]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.09it/s, v_num=ld_0, val_loss=2.400, train_loss=2.360]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.16it/s, v_num=ld_0, val_loss=2.400, train_loss=2.360]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.16it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.65it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.65it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.98it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.98it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.68it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.68it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.03it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.03it/s, v_num=ld_0, val_loss=2.400, train_loss=2.360]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.360]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.360]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_0, val_loss=2.400, train_loss=2.360]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_0, val_loss=2.400, train_loss=2.360]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.09it/s, v_num=ld_0, val_loss=2.400, train_loss=2.360]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.09it/s, v_num=ld_0, val_loss=2.400, train_loss=2.310]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.310]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.310]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.13it/s, v_num=ld_0, val_loss=2.400, train_loss=2.310]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.13it/s, v_num=ld_0, val_loss=2.400, train_loss=2.310]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.54it/s, v_num=ld_0, val_loss=2.400, train_loss=2.310]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.53it/s, v_num=ld_0, val_loss=2.400, train_loss=2.320]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.320]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.320]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  3.69it/s, v_num=ld_0, val_loss=2.400, train_loss=2.320]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  3.69it/s, v_num=ld_0, val_loss=2.400, train_loss=2.320]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.09it/s, v_num=ld_0, val_loss=2.400, train_loss=2.320]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.09it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.89it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.89it/s, v_num=ld_0, val_loss=2.400, train_loss=2.350]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_0, val_loss=2.390, train_loss=2.350]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_0, val_loss=2.390, train_loss=2.290]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.390, train_loss=2.290]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.390, train_loss=2.290]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  3.71it/s, v_num=ld_0, val_loss=2.390, train_loss=2.290]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  3.71it/s, v_num=ld_0, val_loss=2.390, train_loss=2.290]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.23it/s, v_num=ld_0, val_loss=2.390, train_loss=2.290]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.23it/s, v_num=ld_0, val_loss=2.390, train_loss=2.280]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.390, train_loss=2.280]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.390, train_loss=2.280]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.63it/s, v_num=ld_0, val_loss=2.390, train_loss=2.280]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.62it/s, v_num=ld_0, val_loss=2.390, train_loss=2.280]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.52it/s, v_num=ld_0, val_loss=2.380, train_loss=2.280]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.52it/s, v_num=ld_0, val_loss=2.380, train_loss=2.300]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.380, train_loss=2.300]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.380, train_loss=2.300]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.27it/s, v_num=ld_0, val_loss=2.380, train_loss=2.300]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.27it/s, v_num=ld_0, val_loss=2.380, train_loss=2.300]
Epoch 42: 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=2.380, train_loss=2.300]
Epoch 42: 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=2.380, train_loss=2.300]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.380, train_loss=2.300]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.380, train_loss=2.300]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.56it/s, v_num=ld_0, val_loss=2.380, train_loss=2.300]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.55it/s, v_num=ld_0, val_loss=2.380, train_loss=2.300]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.75it/s, v_num=ld_0, val_loss=2.380, train_loss=2.300]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.74it/s, v_num=ld_0, val_loss=2.380, train_loss=2.310]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.380, train_loss=2.310]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.380, train_loss=2.310]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.15it/s, v_num=ld_0, val_loss=2.380, train_loss=2.310]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.15it/s, v_num=ld_0, val_loss=2.380, train_loss=2.310]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_0, val_loss=2.370, train_loss=2.310]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_0, val_loss=2.370, train_loss=2.320]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.370, train_loss=2.320]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.370, train_loss=2.320]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.15it/s, v_num=ld_0, val_loss=2.370, train_loss=2.320]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.15it/s, v_num=ld_0, val_loss=2.370, train_loss=2.320]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_0, val_loss=2.370, train_loss=2.320]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_0, val_loss=2.370, train_loss=2.300]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.370, train_loss=2.300]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.370, train_loss=2.300]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.13it/s, v_num=ld_0, val_loss=2.370, train_loss=2.300]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.13it/s, v_num=ld_0, val_loss=2.370, train_loss=2.300]
Epoch 46: 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=2.370, train_loss=2.300]
Epoch 46: 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=2.370, train_loss=2.290]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.370, train_loss=2.290]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.370, train_loss=2.290]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.45it/s, v_num=ld_0, val_loss=2.370, train_loss=2.290]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.45it/s, v_num=ld_0, val_loss=2.370, train_loss=2.290]
Epoch 47: 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=2.360, train_loss=2.290]
Epoch 47: 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=2.360, train_loss=2.280]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.280]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.280]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.33it/s, v_num=ld_0, val_loss=2.360, train_loss=2.280]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.33it/s, v_num=ld_0, val_loss=2.360, train_loss=2.280]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_0, val_loss=2.360, train_loss=2.280]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.40it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.40it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.56it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.55it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.45it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.45it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 50: 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=2.360, train_loss=2.300]
Epoch 50: 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=2.360, train_loss=2.310]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.310]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.95it/s, v_num=ld_0, val_loss=2.360, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.95it/s, v_num=ld_0, val_loss=2.360, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.15it/s, v_num=ld_0, val_loss=2.360, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.15it/s, v_num=ld_0, val_loss=2.360, train_loss=2.310]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.310]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.310]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.25it/s, v_num=ld_0, val_loss=2.360, train_loss=2.310]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.25it/s, v_num=ld_0, val_loss=2.360, train_loss=2.310]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.48it/s, v_num=ld_0, val_loss=2.360, train_loss=2.310]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.48it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.57it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.56it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 53: 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=2.350, train_loss=2.300]
Epoch 53: 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=2.350, train_loss=2.290]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.13it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.13it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.13it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.13it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 55: 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=2.350, train_loss=2.290]
Epoch 55: 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=2.350, train_loss=2.300]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.32it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.32it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.19it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.19it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 57: 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=2.350, train_loss=2.290]
Epoch 57: 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=2.350, train_loss=2.280]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.07it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.07it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.40it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.29it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.29it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.32it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.31it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.31it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.46it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.46it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.64it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.64it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.64it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.63it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.54it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.54it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 62: 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=2.360, train_loss=2.290]
Epoch 62: 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=2.360, train_loss=2.290]
Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.37it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.37it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.41it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 64:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.55it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.55it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.75it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.75it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 64:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 65:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.62it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.62it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 65: 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=2.360, train_loss=2.290]
Epoch 65: 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=2.360, train_loss=2.270]
Epoch 65:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.270]
Epoch 66:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.270]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.06it/s, v_num=ld_0, val_loss=2.360, train_loss=2.270]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.06it/s, v_num=ld_0, val_loss=2.360, train_loss=2.270]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_0, val_loss=2.360, train_loss=2.270]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 66:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 67:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.16it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.16it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_0, val_loss=2.360, train_loss=2.300]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 67:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 68:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.05it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.04it/s, v_num=ld_0, val_loss=2.360, train_loss=2.290]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.29it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.29it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 68:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 69:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.53it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.52it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_0, val_loss=2.350, train_loss=2.300]
Epoch 69: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 69:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 70:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.27it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.27it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.53it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 70: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.53it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 70:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 71:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.80it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.80it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.51it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 71: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.51it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 71:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 72:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.36it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.36it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.38it/s, v_num=ld_0, val_loss=2.350, train_loss=2.280]
Epoch 72: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.38it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 72:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 73:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.44it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.44it/s, v_num=ld_0, val_loss=2.350, train_loss=2.290]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 73: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 73:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 74:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.04it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 74: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.04it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 74: 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=2.340, train_loss=2.300]
Epoch 74: 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=2.340, train_loss=2.270]
Epoch 74:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 75:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.49it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 75: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.48it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 75: 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=2.340, train_loss=2.270]
Epoch 75: 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=2.340, train_loss=2.300]
Epoch 75:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 76:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.24it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.23it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.59it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 76: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.59it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 76:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 77:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.14it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.14it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 77: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.36it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 77:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 78:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.88it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.88it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 78: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.81it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 78:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 79:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.74it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.74it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.85it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 79: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.85it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 79:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 80:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.50it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.50it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 80: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 80:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 81:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.62it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.62it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.71it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 81: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.71it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 81:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 82:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.60it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.60it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.78it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 82: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.77it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 82:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 83:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.51it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.51it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.60it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 83: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.59it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 83:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 84:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.72it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.72it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.68it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 84: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.68it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 84:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 85:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.76it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.75it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.73it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 85: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.73it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 85:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 86:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.00it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.00it/s, v_num=ld_0, val_loss=2.340, 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_0, val_loss=2.340, train_loss=2.280]
Epoch 86: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 86:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 87:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.32it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 87: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.32it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 87: 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=2.340, train_loss=2.290]
Epoch 87: 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=2.340, train_loss=2.280]
Epoch 87:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 88:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.41it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.41it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.57it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 88: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.57it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 88:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 89:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.04it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.04it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 89: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 89:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 90:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.04it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 90: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.04it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 90: 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=2.340, train_loss=2.280]
Epoch 90: 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=2.340, train_loss=2.280]
Epoch 90:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 91:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.17it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.16it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.52it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 91: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.52it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 91:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 92:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.23it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.23it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_0, val_loss=2.340, train_loss=2.290]
Epoch 92: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 92:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 93:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.42it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 93: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.42it/s, v_num=ld_0, val_loss=2.340, train_loss=2.300]
Epoch 93: 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=2.340, train_loss=2.300]
Epoch 93: 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=2.340, train_loss=2.270]
Epoch 93:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 94:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.38it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.37it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.67it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 94: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.67it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 94:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 95:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 95: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.15it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 95: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.15it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 95: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.31it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 95: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.30it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 95:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 96:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.10it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.10it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 96: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 96:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 97:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 97: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.99it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 97: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.99it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 97: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.48it/s, v_num=ld_0, val_loss=2.340, train_loss=2.270]
Epoch 97: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.47it/s, v_num=ld_0, val_loss=2.340, train_loss=2.260]
Epoch 97:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.260]
Epoch 98:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.260]
Epoch 98: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.69it/s, v_num=ld_0, val_loss=2.340, train_loss=2.260]
Epoch 98: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.68it/s, v_num=ld_0, val_loss=2.340, train_loss=2.260]
Epoch 98: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.49it/s, v_num=ld_0, val_loss=2.340, train_loss=2.260]
Epoch 98: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.49it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 98:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 99:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 99: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.37it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 99: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.37it/s, v_num=ld_0, val_loss=2.340, train_loss=2.280]
Epoch 99: 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=2.340, train_loss=2.280]
Epoch 99: 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=2.340, train_loss=2.260]
Epoch 99:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.260]
Epoch 100:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.340, train_loss=2.260]
Epoch 100: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.95it/s, v_num=ld_0, val_loss=2.340, train_loss=2.260]
Epoch 100: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.95it/s, v_num=ld_0, val_loss=2.340, train_loss=2.260]
Epoch 100: 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=2.350, train_loss=2.260]
Epoch 100: 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=2.350, train_loss=2.270]
Epoch 100:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.270]
Epoch 101:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.270]
Epoch 101: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.42it/s, v_num=ld_0, val_loss=2.350, train_loss=2.270]
Epoch 101: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.42it/s, v_num=ld_0, val_loss=2.350, train_loss=2.270]
Epoch 101: 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=2.350, train_loss=2.270]
Epoch 101: 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=2.350, train_loss=2.260]
Epoch 101:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.260]
Epoch 102:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.260]
Epoch 102: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.47it/s, v_num=ld_0, val_loss=2.350, train_loss=2.260]
Epoch 102: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.46it/s, v_num=ld_0, val_loss=2.350, train_loss=2.260]
Epoch 102: 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=2.350, train_loss=2.260]
Epoch 102: 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=2.350, train_loss=2.270]
Epoch 102:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.270]
Epoch 103:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.350, train_loss=2.270]
Epoch 103: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.33it/s, v_num=ld_0, val_loss=2.350, train_loss=2.270]
Epoch 103: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.33it/s, v_num=ld_0, val_loss=2.350, train_loss=2.270]
Epoch 103: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.53it/s, v_num=ld_0, val_loss=2.350, train_loss=2.270]
Epoch 103: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.53it/s, v_num=ld_0, val_loss=2.350, train_loss=2.260]
Epoch 103: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.52it/s, v_num=ld_0, val_loss=2.350, train_loss=2.260]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.5003215074539185
      Accuracy_val           0.071856290102005
        val_loss            2.3508458137512207
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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/main/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:310: 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,  2.04it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.04it/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,  1.23it/s, v_num=ld_1, val_loss=191.0]
Epoch 0: 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=191.0, train_loss=552.0]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=191.0, train_loss=552.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=191.0, train_loss=552.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.13it/s, v_num=ld_1, val_loss=191.0, train_loss=552.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.13it/s, v_num=ld_1, val_loss=191.0, train_loss=552.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_1, val_loss=95.30, train_loss=552.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_1, val_loss=95.30, train_loss=291.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=95.30, train_loss=291.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=95.30, train_loss=291.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.33it/s, v_num=ld_1, val_loss=95.30, train_loss=291.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.33it/s, v_num=ld_1, val_loss=95.30, train_loss=291.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.44it/s, v_num=ld_1, val_loss=77.30, train_loss=291.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.44it/s, v_num=ld_1, val_loss=77.30, train_loss=183.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=77.30, train_loss=183.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=77.30, train_loss=183.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.44it/s, v_num=ld_1, val_loss=77.30, train_loss=183.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.43it/s, v_num=ld_1, val_loss=77.30, train_loss=183.0]
Epoch 3: 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=49.10, train_loss=183.0]
Epoch 3: 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=49.10, train_loss=153.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=49.10, train_loss=153.0]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=49.10, train_loss=153.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.10it/s, v_num=ld_1, val_loss=49.10, train_loss=153.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.10it/s, v_num=ld_1, val_loss=49.10, train_loss=153.0]
Epoch 4: 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=31.20, train_loss=153.0]
Epoch 4: 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=31.20, train_loss=93.60]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=31.20, train_loss=93.60]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=31.20, train_loss=93.60]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.09it/s, v_num=ld_1, val_loss=31.20, train_loss=93.60]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.09it/s, v_num=ld_1, val_loss=31.20, train_loss=93.60]
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=20.90, train_loss=93.60]
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=20.90, train_loss=65.00]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=20.90, train_loss=65.00]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=20.90, train_loss=65.00]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.27it/s, v_num=ld_1, val_loss=20.90, train_loss=65.00]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.27it/s, v_num=ld_1, val_loss=20.90, train_loss=65.00]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=14.20, train_loss=65.00]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.33it/s, v_num=ld_1, val_loss=14.20, train_loss=48.00]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=14.20, train_loss=48.00]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=14.20, train_loss=48.00]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.21it/s, v_num=ld_1, val_loss=14.20, train_loss=48.00]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.21it/s, v_num=ld_1, val_loss=14.20, train_loss=48.00]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.35it/s, v_num=ld_1, val_loss=8.120, train_loss=48.00]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=8.120, train_loss=32.60]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=8.120, train_loss=32.60]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=8.120, train_loss=32.60]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.21it/s, v_num=ld_1, val_loss=8.120, train_loss=32.60]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.21it/s, v_num=ld_1, val_loss=8.120, train_loss=32.60]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=6.160, train_loss=32.60]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.34it/s, v_num=ld_1, val_loss=6.160, train_loss=20.70]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=6.160, train_loss=20.70]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=6.160, train_loss=20.70]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.20it/s, v_num=ld_1, val_loss=6.160, train_loss=20.70]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.19it/s, v_num=ld_1, val_loss=6.160, train_loss=20.70]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.31it/s, v_num=ld_1, val_loss=5.820, train_loss=20.70]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.31it/s, v_num=ld_1, val_loss=5.820, train_loss=13.40]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.820, train_loss=13.40]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.820, train_loss=13.40]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.11it/s, v_num=ld_1, val_loss=5.820, train_loss=13.40]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.11it/s, v_num=ld_1, val_loss=5.820, train_loss=13.40]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.31it/s, v_num=ld_1, val_loss=5.560, train_loss=13.40]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.31it/s, v_num=ld_1, val_loss=5.560, train_loss=11.00]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.560, train_loss=11.00]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.560, train_loss=11.00]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.31it/s, v_num=ld_1, val_loss=5.560, train_loss=11.00]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.31it/s, v_num=ld_1, val_loss=5.560, train_loss=11.00]
Epoch 11: 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=5.090, train_loss=11.00]
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_1, val_loss=5.090, train_loss=9.960]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.090, train_loss=9.960]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=5.090, train_loss=9.960]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.45it/s, v_num=ld_1, val_loss=5.090, train_loss=9.960]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.45it/s, v_num=ld_1, val_loss=5.090, train_loss=9.960]
Epoch 12: 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=4.520, train_loss=9.960]
Epoch 12: 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=4.520, train_loss=8.390]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.520, train_loss=8.390]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.520, train_loss=8.390]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.20it/s, v_num=ld_1, val_loss=4.520, train_loss=8.390]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.20it/s, v_num=ld_1, val_loss=4.520, train_loss=8.390]
Epoch 13: 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=4.050, train_loss=8.390]
Epoch 13: 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=4.050, train_loss=8.350]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.050, train_loss=8.350]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=4.050, train_loss=8.350]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=4.050, train_loss=8.350]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=4.050, train_loss=8.350]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=3.670, train_loss=8.350]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=3.670, train_loss=6.960]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.670, train_loss=6.960]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.670, train_loss=6.960]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.96it/s, v_num=ld_1, val_loss=3.670, train_loss=6.960]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.96it/s, v_num=ld_1, val_loss=3.670, train_loss=6.960]
Epoch 15: 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=3.450, train_loss=6.960]
Epoch 15: 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=3.450, train_loss=6.430]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.450, train_loss=6.430]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.450, train_loss=6.430]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_1, val_loss=3.450, train_loss=6.430]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_1, val_loss=3.450, train_loss=6.430]
Epoch 16: 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, val_loss=3.250, train_loss=6.430]
Epoch 16: 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, val_loss=3.250, train_loss=5.680]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.250, train_loss=5.680]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.250, train_loss=5.680]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.19it/s, v_num=ld_1, val_loss=3.250, train_loss=5.680]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.18it/s, v_num=ld_1, val_loss=3.250, train_loss=5.680]
Epoch 17: 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=3.050, train_loss=5.680]
Epoch 17: 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=3.050, train_loss=4.950]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.050, train_loss=4.950]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=3.050, train_loss=4.950]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.07it/s, v_num=ld_1, val_loss=3.050, train_loss=4.950]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.07it/s, v_num=ld_1, val_loss=3.050, train_loss=4.950]
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=2.910, train_loss=4.950]
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=2.910, train_loss=4.150]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.910, train_loss=4.150]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.910, train_loss=4.150]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_1, val_loss=2.910, train_loss=4.150]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_1, val_loss=2.910, train_loss=4.150]
Epoch 19: 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, val_loss=2.810, train_loss=4.150]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_1, val_loss=2.810, train_loss=4.080]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.810, train_loss=4.080]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.810, train_loss=4.080]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=2.810, train_loss=4.080]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=2.810, train_loss=4.080]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.690, train_loss=4.080]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.690, train_loss=3.790]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.690, train_loss=3.790]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.690, train_loss=3.790]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=2.690, train_loss=3.790]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_1, val_loss=2.690, train_loss=3.790]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.570, train_loss=3.790]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.570, train_loss=3.340]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.570, train_loss=3.340]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.570, train_loss=3.340]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=2.570, train_loss=3.340]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=2.570, train_loss=3.340]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.500, train_loss=3.340]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.500, train_loss=3.130]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.500, train_loss=3.130]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.500, train_loss=3.130]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_1, val_loss=2.500, train_loss=3.130]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_1, val_loss=2.500, train_loss=3.130]
Epoch 23: 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, val_loss=2.460, train_loss=3.130]
Epoch 23: 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, val_loss=2.460, train_loss=3.020]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.460, train_loss=3.020]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.460, train_loss=3.020]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.99it/s, v_num=ld_1, val_loss=2.460, train_loss=3.020]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.99it/s, v_num=ld_1, val_loss=2.460, train_loss=3.020]
Epoch 24: 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=2.420, train_loss=3.020]
Epoch 24: 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=2.420, train_loss=2.770]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.420, train_loss=2.770]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.420, train_loss=2.770]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.94it/s, v_num=ld_1, val_loss=2.420, train_loss=2.770]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.94it/s, v_num=ld_1, val_loss=2.420, train_loss=2.770]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.380, train_loss=2.770]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.380, train_loss=2.690]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.380, train_loss=2.690]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.380, train_loss=2.690]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=2.380, train_loss=2.690]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=2.380, train_loss=2.690]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.370, train_loss=2.690]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.370, train_loss=2.700]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.370, train_loss=2.700]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.370, train_loss=2.700]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.01it/s, v_num=ld_1, val_loss=2.370, train_loss=2.700]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.01it/s, v_num=ld_1, val_loss=2.370, train_loss=2.700]
Epoch 27: 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=2.360, train_loss=2.700]
Epoch 27: 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=2.360, train_loss=2.450]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.360, train_loss=2.450]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.360, train_loss=2.450]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=2.360, train_loss=2.450]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_1, val_loss=2.360, train_loss=2.450]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.350, train_loss=2.450]
Epoch 28: 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, val_loss=2.350, train_loss=2.460]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=2.460]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=2.460]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=2.350, train_loss=2.460]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=2.350, train_loss=2.460]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.350, train_loss=2.460]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.350, train_loss=2.460]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=2.460]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.350, train_loss=2.460]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_1, val_loss=2.350, train_loss=2.460]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_1, val_loss=2.350, train_loss=2.460]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.340, train_loss=2.460]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.340, train_loss=2.370]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.370]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.370]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.04it/s, v_num=ld_1, val_loss=2.340, train_loss=2.370]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.04it/s, v_num=ld_1, val_loss=2.340, train_loss=2.370]
Epoch 31: 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=2.340, train_loss=2.370]
Epoch 31: 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=2.340, train_loss=2.370]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.370]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.370]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.12it/s, v_num=ld_1, val_loss=2.340, train_loss=2.370]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.11it/s, v_num=ld_1, val_loss=2.340, train_loss=2.370]
Epoch 32: 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=2.340, train_loss=2.370]
Epoch 32: 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=2.340, train_loss=2.330]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.330]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.330]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_1, val_loss=2.340, train_loss=2.330]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_1, val_loss=2.340, train_loss=2.330]
Epoch 33: 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, val_loss=2.340, train_loss=2.330]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.11it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.11it/s, v_num=ld_1, val_loss=2.340, train_loss=2.340]
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_1, val_loss=2.340, train_loss=2.340]
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_1, val_loss=2.340, train_loss=2.300]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.06it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.06it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 35: 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=2.340, train_loss=2.300]
Epoch 35: 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=2.340, train_loss=2.320]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.320]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.320]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.98it/s, v_num=ld_1, val_loss=2.340, train_loss=2.320]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.97it/s, v_num=ld_1, val_loss=2.340, train_loss=2.320]
Epoch 36: 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=2.340, train_loss=2.320]
Epoch 36: 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=2.340, train_loss=2.290]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 37: 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, val_loss=2.340, train_loss=2.300]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 38: 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, val_loss=2.340, train_loss=2.300]
Epoch 38: 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, val_loss=2.340, train_loss=2.330]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.330]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.330]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.00it/s, v_num=ld_1, val_loss=2.340, train_loss=2.330]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.00it/s, v_num=ld_1, val_loss=2.340, train_loss=2.330]
Epoch 39: 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=2.340, train_loss=2.330]
Epoch 39: 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=2.340, train_loss=2.310]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.310]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.310]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_1, val_loss=2.340, train_loss=2.310]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_1, val_loss=2.340, train_loss=2.310]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_1, val_loss=2.340, train_loss=2.310]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.86it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.86it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 44: 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, val_loss=2.340, train_loss=2.280]
Epoch 44: 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, val_loss=2.340, train_loss=2.290]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.40it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.40it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 45: 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=2.340, train_loss=2.290]
Epoch 45: 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=2.340, train_loss=2.320]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.320]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.320]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.03it/s, v_num=ld_1, val_loss=2.340, train_loss=2.320]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.03it/s, v_num=ld_1, val_loss=2.340, train_loss=2.320]
Epoch 46: 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=2.340, train_loss=2.320]
Epoch 46: 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=2.340, train_loss=2.290]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.07it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.07it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 47: 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=2.340, train_loss=2.290]
Epoch 47: 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=2.340, train_loss=2.290]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.07it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.07it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 48: 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=2.340, train_loss=2.290]
Epoch 48: 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=2.340, train_loss=2.300]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.20it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.20it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.30it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.30it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.20it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.20it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 50: 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=2.340, train_loss=2.290]
Epoch 50: 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=2.340, train_loss=2.310]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.310]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_1, val_loss=2.340, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_1, val_loss=2.340, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_1, val_loss=2.340, train_loss=2.310]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.09it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.09it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.18it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.18it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.30it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.30it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 54: 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, val_loss=2.340, train_loss=2.280]
Epoch 54: 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, val_loss=2.340, train_loss=2.290]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.340, train_loss=2.290]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.87it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.87it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.10it/s, v_num=ld_1, val_loss=2.340, train_loss=2.270]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.270]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.270]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_1, val_loss=2.340, train_loss=2.270]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_1, val_loss=2.340, train_loss=2.270]
Epoch 57: 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, val_loss=2.340, train_loss=2.270]
Epoch 57: 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, val_loss=2.340, train_loss=2.300]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.08it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.08it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_1, val_loss=2.340, train_loss=2.300]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.26it/s, v_num=ld_1, val_loss=2.340, train_loss=2.280]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.5386341214179993
      Accuracy_val          0.09580838680267334
        val_loss             2.344228506088257
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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/main/lib/python3.9/site-packages/lightning/pytorch/loops/fit_loop.py:310: 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,  1.80it/s]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.80it/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,  1.09it/s, v_num=ld_2, val_loss=188.0]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.09it/s, v_num=ld_2, val_loss=188.0, train_loss=518.0]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=188.0, train_loss=518.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=188.0, train_loss=518.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=188.0, train_loss=518.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=188.0, train_loss=518.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=105.0, train_loss=518.0]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=105.0, train_loss=259.0]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=105.0, train_loss=259.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=105.0, train_loss=259.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=105.0, train_loss=259.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=105.0, train_loss=259.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=92.30, train_loss=259.0]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=92.30, train_loss=186.0]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=92.30, train_loss=186.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=92.30, train_loss=186.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_2, val_loss=92.30, train_loss=186.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=92.30, train_loss=186.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=58.90, train_loss=186.0]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=58.90, train_loss=135.0]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=58.90, train_loss=135.0]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=58.90, train_loss=135.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=58.90, train_loss=135.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=58.90, train_loss=135.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=37.80, train_loss=135.0]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=37.80, train_loss=86.80]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=37.80, train_loss=86.80]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=37.80, train_loss=86.80]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=37.80, train_loss=86.80]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=37.80, train_loss=86.80]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=28.40, train_loss=86.80]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=28.40, train_loss=58.90]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=28.40, train_loss=58.90]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=28.40, train_loss=58.90]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=28.40, train_loss=58.90]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=28.40, train_loss=58.90]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=19.70, train_loss=58.90]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=19.70, train_loss=50.60]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=19.70, train_loss=50.60]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=19.70, train_loss=50.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=19.70, train_loss=50.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=19.70, train_loss=50.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=12.70, train_loss=50.60]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=12.70, train_loss=36.50]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=12.70, train_loss=36.50]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=12.70, train_loss=36.50]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_2, val_loss=12.70, train_loss=36.50]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_2, val_loss=12.70, train_loss=36.50]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=10.10, train_loss=36.50]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=10.10, train_loss=26.10]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=10.10, train_loss=26.10]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=10.10, train_loss=26.10]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=10.10, train_loss=26.10]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=10.10, train_loss=26.10]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=8.040, train_loss=26.10]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_2, val_loss=8.040, train_loss=20.10]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=8.040, train_loss=20.10]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=8.040, train_loss=20.10]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=8.040, train_loss=20.10]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=8.040, train_loss=20.10]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=6.290, train_loss=20.10]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=6.290, train_loss=15.10]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=6.290, train_loss=15.10]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=6.290, train_loss=15.10]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=6.290, train_loss=15.10]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=6.290, train_loss=15.10]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=5.570, train_loss=15.10]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=5.570, train_loss=11.30]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=5.570, train_loss=11.30]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=5.570, train_loss=11.30]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_2, val_loss=5.570, train_loss=11.30]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_2, val_loss=5.570, train_loss=11.30]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=5.120, train_loss=11.30]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=5.120, train_loss=9.650]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=5.120, train_loss=9.650]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=5.120, train_loss=9.650]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=5.120, train_loss=9.650]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=5.120, train_loss=9.650]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=4.810, train_loss=9.650]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=4.810, train_loss=8.310]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.810, train_loss=8.310]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.810, train_loss=8.310]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=4.810, train_loss=8.310]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=4.810, train_loss=8.310]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=4.670, train_loss=8.310]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=4.670, train_loss=6.860]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.670, train_loss=6.860]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.670, train_loss=6.860]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=4.670, train_loss=6.860]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=4.670, train_loss=6.860]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=4.490, train_loss=6.860]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=4.490, train_loss=7.790]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.490, train_loss=7.790]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.490, train_loss=7.790]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.85it/s, v_num=ld_2, val_loss=4.490, train_loss=7.790]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.85it/s, v_num=ld_2, val_loss=4.490, train_loss=7.790]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.11it/s, v_num=ld_2, val_loss=4.340, train_loss=7.790]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.11it/s, v_num=ld_2, val_loss=4.340, train_loss=6.760]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.340, train_loss=6.760]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.340, train_loss=6.760]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_2, val_loss=4.340, train_loss=6.760]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_2, val_loss=4.340, train_loss=6.760]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=4.190, train_loss=6.760]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=4.190, train_loss=6.310]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.190, train_loss=6.310]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=4.190, train_loss=6.310]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=4.190, train_loss=6.310]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=4.190, train_loss=6.310]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=3.940, train_loss=6.310]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=3.940, train_loss=5.490]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.940, train_loss=5.490]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.940, train_loss=5.490]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_2, val_loss=3.940, train_loss=5.490]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_2, val_loss=3.940, train_loss=5.490]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=3.660, train_loss=5.490]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=3.660, train_loss=4.530]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.660, train_loss=4.530]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.660, train_loss=4.530]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=3.660, train_loss=4.530]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=3.660, train_loss=4.530]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=3.400, train_loss=4.530]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=3.400, train_loss=4.130]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.400, train_loss=4.130]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.400, train_loss=4.130]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=3.400, train_loss=4.130]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=3.400, train_loss=4.130]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=3.210, train_loss=4.130]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=3.210, train_loss=3.980]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.210, train_loss=3.980]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.210, train_loss=3.980]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=3.210, train_loss=3.980]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=3.210, train_loss=3.980]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=3.060, train_loss=3.980]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=3.060, train_loss=3.670]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.060, train_loss=3.670]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=3.060, train_loss=3.670]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=3.060, train_loss=3.670]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=3.060, train_loss=3.670]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=2.930, train_loss=3.670]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.930, train_loss=3.490]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.930, train_loss=3.490]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.930, train_loss=3.490]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.85it/s, v_num=ld_2, val_loss=2.930, train_loss=3.490]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.85it/s, v_num=ld_2, val_loss=2.930, train_loss=3.490]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.11it/s, v_num=ld_2, val_loss=2.810, train_loss=3.490]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.11it/s, v_num=ld_2, val_loss=2.810, train_loss=3.330]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.810, train_loss=3.330]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.810, train_loss=3.330]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.810, train_loss=3.330]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.810, train_loss=3.330]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_2, val_loss=2.710, train_loss=3.330]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.11it/s, v_num=ld_2, val_loss=2.710, train_loss=2.920]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.710, train_loss=2.920]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.710, train_loss=2.920]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.710, train_loss=2.920]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.710, train_loss=2.920]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.650, train_loss=2.920]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.650, train_loss=2.980]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.650, train_loss=2.980]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.650, train_loss=2.980]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=2.650, train_loss=2.980]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=2.650, train_loss=2.980]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.590, train_loss=2.980]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.590, train_loss=2.930]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.590, train_loss=2.930]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.590, train_loss=2.930]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_2, val_loss=2.590, train_loss=2.930]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.88it/s, v_num=ld_2, val_loss=2.590, train_loss=2.930]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_2, val_loss=2.560, train_loss=2.930]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_2, val_loss=2.560, train_loss=2.780]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.560, train_loss=2.780]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.560, train_loss=2.780]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=2.560, train_loss=2.780]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=2.560, train_loss=2.780]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.540, train_loss=2.780]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.540, train_loss=2.610]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.540, train_loss=2.610]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.540, train_loss=2.610]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.540, train_loss=2.610]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.540, train_loss=2.610]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.510, train_loss=2.610]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.510, train_loss=2.600]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.510, train_loss=2.600]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.510, train_loss=2.600]
Epoch 31: 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=2.510, train_loss=2.600]
Epoch 31: 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=2.510, train_loss=2.600]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=2.490, train_loss=2.600]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:01<00:00,  0.96it/s, v_num=ld_2, val_loss=2.490, train_loss=2.480]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.490, train_loss=2.480]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.490, train_loss=2.480]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=2.490, train_loss=2.480]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=2.490, train_loss=2.480]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=2.470, train_loss=2.480]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=2.470, train_loss=2.500]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.470, train_loss=2.500]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.470, train_loss=2.500]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.470, train_loss=2.500]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.470, train_loss=2.500]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.460, train_loss=2.500]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.460, train_loss=2.470]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.460, train_loss=2.470]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.460, train_loss=2.470]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.460, train_loss=2.470]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.460, train_loss=2.470]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=2.440, train_loss=2.470]
Epoch 34: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=2.440, train_loss=2.420]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.420]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.440, train_loss=2.420]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_2, val_loss=2.440, train_loss=2.420]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_2, val_loss=2.440, train_loss=2.420]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.430, train_loss=2.420]
Epoch 35: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.430, train_loss=2.420]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.430, train_loss=2.420]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.430, train_loss=2.420]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.99it/s, v_num=ld_2, val_loss=2.430, train_loss=2.420]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.99it/s, v_num=ld_2, val_loss=2.430, train_loss=2.420]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=2.420, train_loss=2.420]
Epoch 36: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.21it/s, v_num=ld_2, val_loss=2.420, train_loss=2.370]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.420, train_loss=2.370]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.420, train_loss=2.370]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=2.420, train_loss=2.370]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=2.420, train_loss=2.370]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=2.410, train_loss=2.370]
Epoch 37: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=2.410, train_loss=2.310]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.410, train_loss=2.310]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.410, train_loss=2.310]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.410, train_loss=2.310]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.410, train_loss=2.310]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.400, train_loss=2.310]
Epoch 38: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.400, train_loss=2.310]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=2.310]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=2.310]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.400, train_loss=2.310]
Epoch 39: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.400, train_loss=2.310]
Epoch 39: 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=2.400, train_loss=2.310]
Epoch 39: 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=2.400, train_loss=2.300]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=2.300]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=2.300]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=2.400, train_loss=2.300]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=2.400, train_loss=2.300]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=2.400, train_loss=2.300]
Epoch 40: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=2.400, train_loss=2.380]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=2.380]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=2.380]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.93it/s, v_num=ld_2, val_loss=2.400, train_loss=2.380]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.92it/s, v_num=ld_2, val_loss=2.400, train_loss=2.380]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=2.400, train_loss=2.380]
Epoch 41: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.14it/s, v_num=ld_2, val_loss=2.400, train_loss=2.340]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=2.340]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=2.340]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.01it/s, v_num=ld_2, val_loss=2.400, train_loss=2.340]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.01it/s, v_num=ld_2, val_loss=2.400, train_loss=2.340]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_2, val_loss=2.400, train_loss=2.340]
Epoch 42: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.22it/s, v_num=ld_2, val_loss=2.400, train_loss=2.350]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=2.350]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=2.350]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.26it/s, v_num=ld_2, val_loss=2.400, train_loss=2.350]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.26it/s, v_num=ld_2, val_loss=2.400, train_loss=2.350]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.31it/s, v_num=ld_2, val_loss=2.400, train_loss=2.350]
Epoch 43: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.31it/s, v_num=ld_2, val_loss=2.400, train_loss=2.320]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=2.320]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=2.320]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.17it/s, v_num=ld_2, val_loss=2.400, train_loss=2.320]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.17it/s, v_num=ld_2, val_loss=2.400, train_loss=2.320]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_2, val_loss=2.400, train_loss=2.320]
Epoch 44: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_2, val_loss=2.400, train_loss=2.290]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=2.290]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.400, train_loss=2.290]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.06it/s, v_num=ld_2, val_loss=2.400, train_loss=2.290]
Epoch 45: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.06it/s, v_num=ld_2, val_loss=2.400, train_loss=2.290]
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=2.390, train_loss=2.290]
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=2.390, train_loss=2.330]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.330]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.330]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.22it/s, v_num=ld_2, val_loss=2.390, train_loss=2.330]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.22it/s, v_num=ld_2, val_loss=2.390, train_loss=2.330]
Epoch 46: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_2, val_loss=2.390, train_loss=2.330]
Epoch 46: 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=2.340]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.340]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.340]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.26it/s, v_num=ld_2, val_loss=2.390, train_loss=2.340]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.25it/s, v_num=ld_2, val_loss=2.390, train_loss=2.340]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.30it/s, v_num=ld_2, val_loss=2.390, train_loss=2.340]
Epoch 47: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.30it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.16it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.16it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 48: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_2, val_loss=2.390, train_loss=2.330]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.330]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.330]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.390, train_loss=2.330]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.390, train_loss=2.330]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.390, train_loss=2.330]
Epoch 49: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 50: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_2, val_loss=2.390, train_loss=2.320]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.320]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.320]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.99it/s, v_num=ld_2, val_loss=2.390, train_loss=2.320]
Epoch 51: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.98it/s, v_num=ld_2, val_loss=2.390, train_loss=2.320]
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=2.390, train_loss=2.320]
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=2.390, train_loss=2.320]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.320]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.320]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.23it/s, v_num=ld_2, val_loss=2.390, train_loss=2.320]
Epoch 52: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.22it/s, v_num=ld_2, val_loss=2.390, train_loss=2.320]
Epoch 52: 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=2.320]
Epoch 52: 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=2.300]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.300]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.300]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.16it/s, v_num=ld_2, val_loss=2.390, train_loss=2.300]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.16it/s, v_num=ld_2, val_loss=2.390, train_loss=2.300]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_2, val_loss=2.390, train_loss=2.300]
Epoch 53: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.14it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.14it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 54: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.25it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.25it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 55: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.25it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.25it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 56: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_2, val_loss=2.390, train_loss=2.260]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.260]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.260]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.17it/s, v_num=ld_2, val_loss=2.390, train_loss=2.260]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.17it/s, v_num=ld_2, val_loss=2.390, train_loss=2.260]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_2, val_loss=2.390, train_loss=2.260]
Epoch 57: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.27it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.26it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 58: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.28it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.25it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.24it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 59: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_2, val_loss=2.390, train_loss=2.260]
Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.260]
Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.260]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.06it/s, v_num=ld_2, val_loss=2.390, train_loss=2.260]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.06it/s, v_num=ld_2, val_loss=2.390, train_loss=2.260]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.24it/s, v_num=ld_2, val_loss=2.390, train_loss=2.260]
Epoch 60: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.23it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.89it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 61: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.390, train_loss=2.290]
Epoch 62: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.00it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 63: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.00it/s, v_num=ld_2, val_loss=2.390, 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=2.390, 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=2.390, train_loss=2.250]
Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.250]
Epoch 64:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.250]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.28it/s, v_num=ld_2, val_loss=2.390, train_loss=2.250]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.27it/s, v_num=ld_2, val_loss=2.390, train_loss=2.250]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.31it/s, v_num=ld_2, val_loss=2.390, train_loss=2.250]
Epoch 64: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.31it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 64:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 65:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.15it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.15it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 65: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.27it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 65:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 66:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.07it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 66: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  2.07it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 66: 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=2.390, train_loss=2.280]
Epoch 66: 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=2.390, train_loss=2.270]
Epoch 66:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 67:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_2, val_loss=2.390, train_loss=2.270]
Epoch 67: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.12it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 67:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 68:   0%|          | 0/1 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.91it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.90it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
Epoch 68: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 1/1 [00:00<00:00,  1.13it/s, v_num=ld_2, val_loss=2.390, train_loss=2.280]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.4629274010658264
      Accuracy_val          0.11445783078670502
        val_loss            2.3935043811798096
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 65.31it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 64.37it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 70.51it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 69.93it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.61it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 72.20it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.84it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 73.58it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.59it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.37it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 75.07it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 74.88it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.16it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 75.00it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.60it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 75.46it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 76.04it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 75.91it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.48it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 76.37it/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, 76.83it/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, 76.73it/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, 66.12it/s, v_num=ld_0, val_loss=2.050]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 65.87it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 78.06it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 76.83it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.74it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.09it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.52it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.09it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.34it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.99it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.58it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.32it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.73it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.51it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.50it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.31it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.83it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.64it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.90it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.76it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.95it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.81it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1: 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=2.050, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.34it/s, v_num=ld_0, val_loss=2.050, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.58it/s, v_num=ld_0, val_loss=1.600, train_loss=2.250]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.32it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 78.24it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 76.91it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.55it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.94it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.77it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.36it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.14it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.83it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.56it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.30it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.58it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.35it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.88it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.68it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.02it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.85it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.07it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.93it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.13it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.00it/s, v_num=ld_0, val_loss=1.600, train_loss=1.760]
Epoch 2: 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=1.600, train_loss=1.760]
Epoch 2: 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=1.600, train_loss=1.760]
Epoch 2: 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=1.220, train_loss=1.760]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.44it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 77.06it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 75.85it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.13it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.43it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.66it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.21it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.38it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.04it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.71it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.46it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.94it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.73it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.31it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.12it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.51it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.35it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.53it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.37it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.82it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.70it/s, v_num=ld_0, val_loss=1.220, train_loss=1.270]
Epoch 3: 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=1.220, train_loss=1.270]
Epoch 3: 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=1.220, train_loss=1.270]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.58it/s, v_num=ld_0, val_loss=1.030, train_loss=1.270]
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_0, val_loss=1.030, train_loss=1.100]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 80.74it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 79.41it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.85it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.16it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.42it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.97it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.82it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.48it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.79it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.49it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.64it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.42it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.02it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.82it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.05it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.88it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.02it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.87it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.87it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.73it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.13it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.01it/s, v_num=ld_0, val_loss=1.030, train_loss=1.100]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.10it/s, v_num=ld_0, val_loss=1.040, train_loss=1.100]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.84it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 79.43it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 78.15it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.24it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.41it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.48it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.89it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.02it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.65it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.33it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.07it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.18it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 76.97it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.66it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.48it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.92it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  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=1.040, train_loss=0.916]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.91it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.76it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.77it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.64it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5: 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=1.040, train_loss=0.916]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.15it/s, v_num=ld_0, val_loss=1.040, train_loss=0.916]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.65it/s, v_num=ld_0, val_loss=1.080, train_loss=0.916]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.41it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 81.77it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 80.42it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.31it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.54it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.15it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.67it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.33it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.99it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.32it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.01it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.41it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.18it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.41it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.22it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.13it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.94it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.11it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.95it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.20it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.06it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.48it/s, v_num=ld_0, val_loss=1.080, train_loss=0.650]
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=1.080, train_loss=0.650]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.39it/s, v_num=ld_0, val_loss=1.020, train_loss=0.650]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.12it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 80.67it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 79.37it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.09it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.36it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.35it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.91it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.34it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.01it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.69it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.39it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.40it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.17it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.51it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.27it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.66it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.49it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.77it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.62it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.80it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.67it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.75it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.63it/s, v_num=ld_0, val_loss=1.020, train_loss=0.517]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.82it/s, v_num=ld_0, val_loss=1.200, train_loss=0.517]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.56it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 81.08it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 79.62it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.14it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.46it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.09it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.64it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.35it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.00it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.56it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.30it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.63it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.41it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
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=1.200, train_loss=0.501]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.67it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.93it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:  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=1.200, train_loss=0.501]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.86it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.69it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.59it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.46it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.86it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.74it/s, v_num=ld_0, val_loss=1.200, train_loss=0.501]
Epoch 8: 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=1.300, train_loss=0.501]
Epoch 8: 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=1.300, train_loss=0.399]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 78.48it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 77.23it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.82it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.17it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.30it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.87it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.76it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.44it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.92it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.65it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.09it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.87it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.24it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.05it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.20it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.04it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.09it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.93it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.21it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.07it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.59it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.45it/s, v_num=ld_0, val_loss=1.300, train_loss=0.399]
Epoch 9: 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=1.100, train_loss=0.399]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.41it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 82.09it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 80.72it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.26it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.58it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.22it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.73it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.76it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.42it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.79it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.52it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.77it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.55it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.01it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.83it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.96it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.78it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.27it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.13it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.57it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.44it/s, v_num=ld_0, val_loss=1.100, train_loss=0.355]
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=1.100, train_loss=0.355]
Epoch 10: 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=1.100, train_loss=0.355]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.20it/s, v_num=ld_0, val_loss=0.973, train_loss=0.355]
Epoch 10: 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=0.973, train_loss=0.249]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 77.04it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 75.62it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.56it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.93it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.85it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.38it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.12it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.80it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.67it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.41it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.85it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.60it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.56it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.36it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.69it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.53it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.56it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.40it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.51it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.38it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11: 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=0.973, train_loss=0.249]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.65it/s, v_num=ld_0, val_loss=0.973, train_loss=0.249]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.80it/s, v_num=ld_0, val_loss=1.220, train_loss=0.249]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.52it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 79.04it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 77.78it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.69it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.05it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.44it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.00it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.66it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.32it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.19it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.92it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.48it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.25it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.57it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.35it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.50it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.33it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.76it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.60it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.50it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.36it/s, v_num=ld_0, val_loss=1.220, train_loss=0.208]
Epoch 12: 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=1.220, train_loss=0.208]
Epoch 12: 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=1.220, train_loss=0.208]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.28it/s, v_num=ld_0, val_loss=1.250, train_loss=0.208]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.01it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 77.75it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 76.52it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.43it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.73it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.10it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.67it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.25it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.89it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.26it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.00it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.68it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.47it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.77it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.58it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.07it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.91it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.13it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.99it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.02it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.88it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.43it/s, v_num=ld_0, val_loss=1.250, train_loss=0.199]
Epoch 13: 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=1.250, train_loss=0.199]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.59it/s, v_num=ld_0, val_loss=1.270, train_loss=0.199]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.33it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 78.05it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 76.80it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.29it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.66it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.67it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.25it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.48it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.13it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.83it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.57it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.83it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.61it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.82it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.63it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.85it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.69it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.50it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  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=0.132]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.70it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.57it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.25it/s, v_num=ld_0, val_loss=1.270, train_loss=0.132]
Epoch 14: 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=1.270, train_loss=0.132]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.74it/s, v_num=ld_0, val_loss=1.550, train_loss=0.132]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.48it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 80.70it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 79.35it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.62it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.97it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.83it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.35it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.44it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.07it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.52it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.26it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.64it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.42it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.84it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.63it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.49it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.33it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.56it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.40it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.76it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.63it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.14it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.00it/s, v_num=ld_0, val_loss=1.550, train_loss=0.124]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.10it/s, v_num=ld_0, val_loss=1.100, train_loss=0.124]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.83it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 78.41it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 77.12it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.01it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.36it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.59it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.14it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.91it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.54it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.15it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.85it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.33it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.10it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.16it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.96it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.31it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.11it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:  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=1.100, train_loss=0.0962]
Epoch 16:  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=1.100, train_loss=0.0962]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.34it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.20it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.62it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.50it/s, v_num=ld_0, val_loss=1.100, train_loss=0.0962]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.36it/s, v_num=ld_0, val_loss=1.240, train_loss=0.0962]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.08it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 80.96it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 79.65it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.22it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.54it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.45it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.01it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.14it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.78it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.75it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.48it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.74it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.52it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.68it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.45it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.77it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.61it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.08it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.93it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.12it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.97it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17: 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=1.240, train_loss=0.104]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.95it/s, v_num=ld_0, val_loss=1.240, train_loss=0.104]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.11it/s, v_num=ld_0, val_loss=1.480, train_loss=0.104]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.85it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 78.01it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 76.77it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.31it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.68it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.36it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.93it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.76it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.43it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.45it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.20it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.67it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.45it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.57it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.38it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.87it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.69it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.22it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.06it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.20it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.07it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.56it/s, v_num=ld_0, val_loss=1.480, train_loss=0.0732]
Epoch 18: 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=1.480, train_loss=0.0732]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.86it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0732]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.60it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 80.17it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 78.73it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.29it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.63it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.51it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.07it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.87it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.54it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.39it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.12it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.53it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.28it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.46it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.27it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.66it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.50it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.53it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
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=1.860, train_loss=0.0853]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.62it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.49it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.76it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.64it/s, v_num=ld_0, val_loss=1.860, train_loss=0.0853]
Epoch 19: 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=1.330, train_loss=0.0853]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.58it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 81.25it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 79.92it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.11it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.46it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.87it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.43it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.84it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.50it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.00it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.73it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.90it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.67it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.19it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.00it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  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=1.330, train_loss=0.240]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.62it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.81it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.66it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.88it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.74it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.27it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.14it/s, v_num=ld_0, val_loss=1.330, train_loss=0.240]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.21it/s, v_num=ld_0, val_loss=1.360, train_loss=0.240]
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_0, val_loss=1.360, train_loss=0.166]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 77.12it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 75.70it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.42it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.72it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.15it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.72it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.74it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.36it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.90it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.64it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.26it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.04it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.31it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.12it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  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=1.360, train_loss=0.166]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.32it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.58it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.43it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.83it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.70it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.27it/s, v_num=ld_0, val_loss=1.360, train_loss=0.166]
Epoch 21: 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=1.360, train_loss=0.166]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.27it/s, v_num=ld_0, val_loss=1.500, train_loss=0.166]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.99it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 80.75it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 79.42it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.21it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.52it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.98it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.52it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.03it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.68it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.50it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.23it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.85it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.62it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.95it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.75it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.99it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.81it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  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=1.500, train_loss=0.151]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.88it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.16it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22:  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=1.500, train_loss=0.151]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.00it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.87it/s, v_num=ld_0, val_loss=1.500, train_loss=0.151]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.91it/s, v_num=ld_0, val_loss=1.650, train_loss=0.151]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.64it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 80.92it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 79.60it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.53it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.84it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.49it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.04it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.47it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.13it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.99it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.72it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.11it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.89it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.29it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.08it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:  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=1.650, train_loss=0.197]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.05it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:  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=1.650, train_loss=0.197]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.16it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.00it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.86it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.44it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.32it/s, v_num=ld_0, val_loss=1.650, train_loss=0.197]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.36it/s, v_num=ld_0, val_loss=0.975, train_loss=0.197]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.10it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 81.83it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 80.46it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.92it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.23it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.64it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.16it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.82it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.47it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.13it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.87it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.29it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.06it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.68it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.50it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.83it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:  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=0.975, train_loss=0.248]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.64it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:  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=0.975, train_loss=0.248]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.95it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.82it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.54it/s, v_num=ld_0, val_loss=0.975, train_loss=0.248]
Epoch 24: 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=0.975, train_loss=0.248]
Epoch 24: 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=1.680, train_loss=0.248]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.44it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 82.94it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 81.53it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.56it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.89it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.02it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.57it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.94it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.61it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.41it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.14it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.17it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.95it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.22it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.03it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.85it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.68it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.90it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.74it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.03it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.90it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.52it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.38it/s, v_num=ld_0, val_loss=1.680, train_loss=0.153]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.17it/s, v_num=ld_0, val_loss=1.090, train_loss=0.153]
Epoch 25: 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=1.090, train_loss=0.101]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.62it/s, v_num=ld_0, val_loss=1.090, train_loss=0.101]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9544726014137268
      Accuracy_val           0.742514967918396
        val_loss            1.0864876508712769
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 47.57it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 46.85it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 49.32it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 48.97it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 51.18it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 50.93it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.91it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 53.77it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.88it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.73it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.27it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 60.09it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 62.19it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 62.09it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 64.07it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.97it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.53it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 65.43it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 66.90it/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: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.23it/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, 68.14it/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, 59.91it/s, v_num=ld_1, val_loss=2.120]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 59.72it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 80.24it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 78.93it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.02it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.36it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.40it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.95it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.77it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.43it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.84it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.58it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.03it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.80it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.24it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.03it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.36it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.17it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.33it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.18it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.13it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.98it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.57it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.44it/s, v_num=ld_1, val_loss=2.120, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.44it/s, v_num=ld_1, val_loss=1.890, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.16it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 80.85it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 79.52it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.47it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.80it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.68it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.24it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.89it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.56it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.00it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.71it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.08it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.85it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.24it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.05it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.24it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.07it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.06it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.91it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.07it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.93it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.40it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.28it/s, v_num=ld_1, val_loss=1.890, train_loss=1.870]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.21it/s, v_num=ld_1, val_loss=1.550, train_loss=1.870]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.94it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 80.25it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 78.95it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.28it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.63it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.21it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.77it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.73it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.40it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.30it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.04it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.53it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.31it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.75it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.56it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.43it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.26it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.57it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.40it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.49it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.36it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.92it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.79it/s, v_num=ld_1, val_loss=1.550, train_loss=1.470]
Epoch 3: 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=1.320, train_loss=1.470]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.60it/s, v_num=ld_1, val_loss=1.320, train_loss=1.060]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=1.060]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=1.060]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 72.84it/s, v_num=ld_1, val_loss=1.320, train_loss=1.060]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 71.70it/s, v_num=ld_1, val_loss=1.320, train_loss=1.060]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.36it/s, v_num=ld_1, val_loss=1.320, train_loss=1.060]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 74.78it/s, v_num=ld_1, val_loss=1.320, train_loss=1.060]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.74it/s, v_num=ld_1, val_loss=1.320, train_loss=1.060]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.30it/s, v_num=ld_1, val_loss=1.320, train_loss=1.060]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.18it/s, v_num=ld_1, val_loss=1.320, train_loss=1.060]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.87it/s, v_num=ld_1, val_loss=1.320, train_loss=1.060]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.87it/s, v_num=ld_1, val_loss=1.320, train_loss=1.060]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.59it/s, v_num=ld_1, val_loss=1.320, train_loss=1.060]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.33it/s, v_num=ld_1, val_loss=1.320, train_loss=1.060]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.11it/s, v_num=ld_1, 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, 78.49it/s, v_num=ld_1, 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, 78.29it/s, v_num=ld_1, 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, 78.89it/s, v_num=ld_1, 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, 78.73it/s, v_num=ld_1, 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, 79.14it/s, v_num=ld_1, 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, 78.99it/s, v_num=ld_1, 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, 79.29it/s, v_num=ld_1, 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, 79.13it/s, v_num=ld_1, 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, 79.76it/s, v_num=ld_1, 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, 79.64it/s, v_num=ld_1, 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, 68.85it/s, v_num=ld_1, val_loss=1.250, train_loss=1.060]
Epoch 4: 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=1.250, train_loss=0.739]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 79.01it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 77.72it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.97it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.20it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.87it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.44it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.41it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.08it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.49it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.24it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.94it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.70it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.20it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.01it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.21it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  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=1.250, train_loss=0.739]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.38it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.21it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.50it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.37it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.71it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.59it/s, v_num=ld_1, val_loss=1.250, train_loss=0.739]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.85it/s, v_num=ld_1, val_loss=1.160, train_loss=0.739]
Epoch 5: 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=1.160, train_loss=0.513]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 81.78it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 80.44it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.29it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.62it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.35it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.87it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.99it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.62it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.49it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.22it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.66it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.40it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.96it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.75it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.85it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.68it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.90it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.75it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.85it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.72it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.21it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.08it/s, v_num=ld_1, val_loss=1.160, train_loss=0.513]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.96it/s, v_num=ld_1, val_loss=1.220, train_loss=0.513]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.68it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 79.84it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 78.54it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.98it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.33it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.39it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.91it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.62it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.30it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.01it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.75it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.36it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.11it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.64it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.43it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.54it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.36it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.14it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.99it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.10it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7:  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=1.220, train_loss=0.444]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.56it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.44it/s, v_num=ld_1, val_loss=1.220, train_loss=0.444]
Epoch 7: 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=1.180, train_loss=0.444]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.33it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 81.48it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 80.14it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.23it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.56it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.94it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.48it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.15it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.81it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.30it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.00it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.38it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.15it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.56it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.36it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.09it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  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=1.180, train_loss=0.293]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.09it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.93it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.99it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.86it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
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=1.180, train_loss=0.293]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.36it/s, v_num=ld_1, val_loss=1.180, train_loss=0.293]
Epoch 8: 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=1.450, train_loss=0.293]
Epoch 8: 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=1.450, train_loss=0.247]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 78.00it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 76.64it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.22it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.52it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.15it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.71it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.95it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.59it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.73it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.46it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.09it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.87it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.71it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.52it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.86it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.69it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  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=1.450, train_loss=0.247]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.71it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.95it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.82it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.35it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.21it/s, v_num=ld_1, val_loss=1.450, train_loss=0.247]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.85it/s, v_num=ld_1, val_loss=1.390, train_loss=0.247]
Epoch 9: 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=1.390, train_loss=0.273]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 77.36it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 75.75it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.40it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.70it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.79it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.36it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.75it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.43it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.58it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.32it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.78it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.56it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.97it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.77it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.13it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.97it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.27it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.13it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.41it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.26it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
Epoch 10: 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=1.390, train_loss=0.273]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.35it/s, v_num=ld_1, val_loss=1.390, train_loss=0.273]
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=1.240, train_loss=0.273]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.37it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 79.49it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 78.20it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.47it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.84it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.94it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.51it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.78it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.45it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.22it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.97it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.41it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.20it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.92it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.73it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.06it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.87it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.89it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.75it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.64it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.50it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11: 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=1.240, train_loss=0.205]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.91it/s, v_num=ld_1, val_loss=1.240, train_loss=0.205]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.52it/s, v_num=ld_1, val_loss=1.210, train_loss=0.205]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.27it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 78.87it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 77.59it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.93it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.28it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.98it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.55it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.49it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.16it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.63it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.36it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.71it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.47it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.64it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.45it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:  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=1.210, train_loss=0.157]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.49it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.60it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:  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=1.210, train_loss=0.157]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.81it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.67it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.03it/s, v_num=ld_1, val_loss=1.210, train_loss=0.157]
Epoch 12: 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=1.210, train_loss=0.157]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.17it/s, v_num=ld_1, val_loss=1.410, train_loss=0.157]
Epoch 12: 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=1.410, train_loss=0.175]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 76.59it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 75.40it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.70it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.09it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.05it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.63it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.96it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.63it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.83it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.56it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.99it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.76it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.26it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.05it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.23it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.06it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.44it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.29it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.69it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.55it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.15it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.03it/s, v_num=ld_1, val_loss=1.410, train_loss=0.175]
Epoch 13: 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=1.290, train_loss=0.175]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.75it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 79.12it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 77.69it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.92it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.19it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.22it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.72it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.38it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.04it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.43it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.15it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.62it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.39it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.32it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.12it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.45it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.28it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.45it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.30it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.49it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.36it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.81it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.69it/s, v_num=ld_1, val_loss=1.290, train_loss=0.112]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.55it/s, v_num=ld_1, val_loss=1.330, train_loss=0.112]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.28it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 82.00it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 80.63it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.93it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.24it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.77it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.27it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.58it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.24it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.25it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.98it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.33it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.08it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.29it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.09it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.21it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.04it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.23it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.06it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.24it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.10it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.18it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.05it/s, v_num=ld_1, val_loss=1.330, train_loss=0.0959]
Epoch 15: 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=1.640, train_loss=0.0959]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.76it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 80.89it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 79.43it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.98it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.31it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.24it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.79it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.72it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.38it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.52it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.26it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.61it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.37it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.02it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.81it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.56it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.40it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  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=1.640, train_loss=0.0845]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.60it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.42it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.29it/s, v_num=ld_1, val_loss=1.640, train_loss=0.0845]
Epoch 16: 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=1.640, train_loss=0.0845]
Epoch 16: 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=1.640, train_loss=0.0845]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.01it/s, v_num=ld_1, val_loss=1.670, train_loss=0.0845]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.74it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 80.34it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 79.04it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.23it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.51it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.83it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.30it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.43it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.08it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.42it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.15it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.57it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.34it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.85it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.65it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.91it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.71it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
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=1.670, train_loss=0.120]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.65it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.64it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.50it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.00it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.87it/s, v_num=ld_1, val_loss=1.670, train_loss=0.120]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.86it/s, v_num=ld_1, val_loss=1.270, train_loss=0.120]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.59it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 82.28it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 80.82it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.42it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.61it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.12it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.63it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.89it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.53it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.08it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.81it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.12it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.89it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.32it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.13it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.31it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.12it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.25it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.10it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.99it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.85it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.39it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.26it/s, v_num=ld_1, val_loss=1.270, train_loss=0.136]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.22it/s, v_num=ld_1, val_loss=1.140, train_loss=0.136]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.96it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 80.21it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 78.79it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.63it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.96it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.29it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.84it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.51it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.16it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.80it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.53it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.85it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.61it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.52it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.33it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.56it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.36it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.68it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.53it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.45it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.29it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.82it/s, v_num=ld_1, val_loss=1.140, train_loss=0.0527]
Epoch 19: 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=1.140, train_loss=0.0527]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.82it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0527]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.56it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 81.06it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 79.71it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.13it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.39it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.60it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.15it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.69it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.31it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.83it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.56it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.96it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.73it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.22it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.03it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.40it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.23it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.32it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.15it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.12it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.99it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.53it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.41it/s, v_num=ld_1, val_loss=1.190, train_loss=0.0574]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.50it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0574]
Epoch 20: 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=1.430, train_loss=0.0197]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 80.94it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 79.48it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.61it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.92it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.24it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.79it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.84it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.48it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.75it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.48it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.79it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.53it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.87it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.68it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.99it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.82it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.06it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.90it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.82it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.69it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.29it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.16it/s, v_num=ld_1, val_loss=1.430, train_loss=0.0197]
Epoch 21: 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=1.620, train_loss=0.0197]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.03it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 82.42it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 81.04it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.90it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.89it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.70it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.20it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.99it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.64it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.93it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.65it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.77it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.55it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.93it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.74it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.99it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.82it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.90it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.68it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.45it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.32it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.61it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.48it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.76it/s, v_num=ld_1, val_loss=1.620, train_loss=0.0197]
Epoch 22: 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=1.620, train_loss=0.00935]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 79.16it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 77.77it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.27it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.61it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.93it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.45it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.43it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.05it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.60it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.33it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.94it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.72it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.03it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.83it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.16it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.99it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.25it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.09it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.72it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.58it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.02it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.89it/s, v_num=ld_1, val_loss=1.620, train_loss=0.00935]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.71it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00935]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.44it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 80.42it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 79.12it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.81it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.06it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.28it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.83it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.50it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.11it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.17it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.90it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.23it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.99it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.22it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.03it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.47it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  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=1.590, train_loss=0.0153]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.56it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.39it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.45it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.32it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.69it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.57it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.68it/s, v_num=ld_1, val_loss=1.590, train_loss=0.0153]
Epoch 24: 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=1.590, train_loss=0.00981]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 79.90it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 78.60it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.40it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.74it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.97it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.52it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.58it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.25it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.76it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.50it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.79it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.42it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.72it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.53it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  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=1.590, train_loss=0.00981]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.76it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.57it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.42it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.12it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25:  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=1.590, train_loss=0.00981]
Epoch 25: 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=1.590, train_loss=0.00981]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.79it/s, v_num=ld_1, val_loss=1.590, train_loss=0.00981]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.04it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00981]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.77it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 76.65it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 75.35it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.09it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.45it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.92it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.48it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.66it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.34it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.94it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.67it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.64it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.39it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.89it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.71it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.16it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.99it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.39it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.22it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.22it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.09it/s, v_num=ld_1, val_loss=1.680, train_loss=0.00189]
Epoch 26: 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=1.680, train_loss=0.00189]
Epoch 26: 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=1.680, train_loss=0.00189]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.82it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00189]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.55it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 79.62it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 78.34it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.65it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.99it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.39it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.91it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.70it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.32it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.96it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.70it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.28it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.06it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.52it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.32it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.62it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.42it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.75it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.60it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.40it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.25it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.68it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.54it/s, v_num=ld_1, val_loss=1.690, train_loss=0.00171]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.23it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00171]
Epoch 27: 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=1.710, train_loss=0.00129]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 77.93it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 76.69it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.03it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.40it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.34it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.92it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.23it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.88it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.82it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.56it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.63it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.42it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.94it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.75it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  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=1.710, train_loss=0.00129]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.19it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.64it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.49it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.63it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.50it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.85it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.73it/s, v_num=ld_1, val_loss=1.710, train_loss=0.00129]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.09it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00129]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.83it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 79.96it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 78.67it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.68it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.00it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.07it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.64it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.89it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.52it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.74it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.47it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.93it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.72it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.22it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.04it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  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=1.730, train_loss=0.00102]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.24it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.70it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.56it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.56it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.41it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.03it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.91it/s, v_num=ld_1, val_loss=1.730, train_loss=0.00102]
Epoch 29: 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, val_loss=1.750, train_loss=0.00102]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.90it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 82.31it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:   9%|โ–‰         | 1/11 [00:00<00:00, 80.93it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.15it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.38it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.66it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.18it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.59it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.22it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.22it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.89it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.84it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.60it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.84it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.65it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.92it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.76it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:  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=1.750, train_loss=0.000377]
Epoch 30:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.86it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30:  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=1.750, train_loss=0.000377]
Epoch 30:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.75it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.18it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.06it/s, v_num=ld_1, val_loss=1.750, train_loss=0.000377]
Epoch 30: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.32it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000377]
Epoch 30: 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=1.770, train_loss=0.000676]
Epoch 30:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 81.12it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:   9%|โ–‰         | 1/11 [00:00<00:00, 79.66it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.67it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.01it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.75it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.30it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.62it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.25it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.94it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.67it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.97it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.74it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.17it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.96it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.12it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.95it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.33it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.18it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.17it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.04it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.59it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.46it/s, v_num=ld_1, val_loss=1.770, train_loss=0.000676]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.65it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000676]
Epoch 31: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.37it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 31:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 76.20it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:   9%|โ–‰         | 1/11 [00:00<00:00, 74.77it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.13it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.46it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.20it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.76it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.68it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.32it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.35it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.11it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.87it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.66it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.24it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.05it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.70it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.54it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.27it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.12it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.12it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.99it/s, v_num=ld_1, val_loss=1.780, train_loss=0.000711]
Epoch 32: 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=1.780, train_loss=0.000711]
Epoch 32: 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=1.780, train_loss=0.000711]
Epoch 32: 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=1.760, train_loss=0.000711]
Epoch 32: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.79it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 32:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 80.36it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:   9%|โ–‰         | 1/11 [00:00<00:00, 79.07it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.45it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.77it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.46it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.00it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.96it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.61it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.25it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.97it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.15it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.92it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.35it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.15it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:  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=1.760, train_loss=0.00119]
Epoch 33:  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=1.760, train_loss=0.00119]
Epoch 33:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.63it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:  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=1.760, train_loss=0.00119]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.19it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.05it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.62it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.49it/s, v_num=ld_1, val_loss=1.760, train_loss=0.00119]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.32it/s, v_num=ld_1, val_loss=1.810, train_loss=0.00119]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.05it/s, v_num=ld_1, val_loss=1.810, train_loss=0.000707]
Epoch 33: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.75it/s, v_num=ld_1, val_loss=1.810, train_loss=0.000707]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9558703303337097
      Accuracy_val          0.7245509028434753
        val_loss            1.8092397451400757
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 47.56it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 46.87it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 50.75it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 50.37it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.27it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 52.01it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.27it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 54.13it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.67it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 57.53it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.99it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 59.88it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.70it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 61.58it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.38it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 63.27it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.71it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 64.61it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.89it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 65.81it/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, 67.00it/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, 66.90it/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, 59.08it/s, v_num=ld_2, val_loss=2.190]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 58.88it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 80.27it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 78.74it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.43it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.77it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.48it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.02it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.38it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.05it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.46it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.07it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.18it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.96it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.03it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.83it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.01it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.85it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.20it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.04it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.26it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.13it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.75it/s, v_num=ld_2, val_loss=2.190, train_loss=2.300]
Epoch 1: 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=2.190, train_loss=2.300]
Epoch 1: 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, val_loss=1.760, train_loss=2.300]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.84it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 77.53it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 76.29it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.44it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.78it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.36it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.87it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.61it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.28it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.59it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.31it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.73it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.51it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.07it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.88it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.04it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.87it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.81it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.65it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.71it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.58it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.84it/s, v_num=ld_2, val_loss=1.760, train_loss=2.000]
Epoch 2: 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=1.760, train_loss=2.000]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.16it/s, v_num=ld_2, val_loss=1.220, train_loss=2.000]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.90it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 79.60it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 77.78it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.78it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.99it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.01it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.54it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.25it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.93it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.58it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.32it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.67it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.45it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.79it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.60it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.89it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.70it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.70it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.53it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.90it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.77it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.32it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.20it/s, v_num=ld_2, val_loss=1.220, train_loss=1.430]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.61it/s, v_num=ld_2, val_loss=1.170, train_loss=1.430]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.32it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 77.22it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 76.01it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.25it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.62it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.51it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.00it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.53it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.14it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.89it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.63it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.21it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.98it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.56it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.38it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.97it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.81it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.94it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.80it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.29it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.16it/s, v_num=ld_2, val_loss=1.170, train_loss=1.090]
Epoch 4: 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=1.170, train_loss=1.090]
Epoch 4: 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=1.170, train_loss=1.090]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.28it/s, v_num=ld_2, val_loss=1.030, train_loss=1.090]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.03it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 79.93it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 78.63it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.89it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.24it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.15it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.70it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.75it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.42it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.18it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.89it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.25it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.03it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.34it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.15it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.50it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.31it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.41it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.26it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.53it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5:  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=1.030, train_loss=0.807]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.73it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.59it/s, v_num=ld_2, val_loss=1.030, train_loss=0.807]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.73it/s, v_num=ld_2, val_loss=0.985, train_loss=0.807]
Epoch 5: 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=0.985, train_loss=0.561]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 80.66it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 79.23it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.30it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.64it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.48it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.03it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.88it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.55it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.82it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.48it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.77it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.55it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.55it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.36it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.90it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.74it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.89it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.74it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.94it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.81it/s, v_num=ld_2, val_loss=0.985, train_loss=0.561]
Epoch 6: 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=0.985, train_loss=0.561]
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_2, val_loss=0.985, train_loss=0.561]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.84it/s, v_num=ld_2, val_loss=1.080, train_loss=0.561]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.58it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 79.21it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 77.93it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.87it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.17it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.56it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.08it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.30it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.98it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.76it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.50it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.14it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.92it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.19it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.97it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.20it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.03it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.02it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.88it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.23it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.09it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.57it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.45it/s, v_num=ld_2, val_loss=1.080, train_loss=0.428]
Epoch 7: 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=1.270, train_loss=0.428]
Epoch 7: 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=1.270, train_loss=0.367]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 81.12it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 79.65it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.12it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.45it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.54it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.00it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.46it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.13it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.63it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.36it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.63it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.41it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.77it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.58it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.72it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.55it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.42it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.27it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.58it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.45it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.91it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.79it/s, v_num=ld_2, val_loss=1.270, train_loss=0.367]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.88it/s, v_num=ld_2, val_loss=1.150, train_loss=0.367]
Epoch 8: 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=1.150, train_loss=0.308]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 80.50it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 79.18it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.46it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.71it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.64it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.17it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.62it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.25it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.03it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.73it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.20it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.98it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.21it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.02it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  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=1.150, train_loss=0.308]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.19it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.08it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.93it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.89it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.74it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.09it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.96it/s, v_num=ld_2, val_loss=1.150, train_loss=0.308]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.06it/s, v_num=ld_2, val_loss=1.490, train_loss=0.308]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.79it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 78.69it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 77.43it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.52it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.83it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.86it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.41it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.32it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.95it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.66it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.40it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.76it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.54it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.09it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.88it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.32it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.16it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.19it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.04it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.36it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.22it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.69it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.56it/s, v_num=ld_2, val_loss=1.490, train_loss=0.302]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.82it/s, v_num=ld_2, val_loss=1.230, train_loss=0.302]
Epoch 10: 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=1.230, train_loss=0.312]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 81.65it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 80.30it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.33it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.58it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.58it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.11it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.71it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.33it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.80it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.51it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.52it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.25it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.69it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.40it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.65it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.48it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.45it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.30it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.47it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.34it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.92it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.79it/s, v_num=ld_2, val_loss=1.230, train_loss=0.312]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.89it/s, v_num=ld_2, val_loss=1.310, train_loss=0.312]
Epoch 11: 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=1.310, train_loss=0.204]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 79.57it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 78.28it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.85it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.11it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.18it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.69it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.83it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.50it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.76it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.50it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.04it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.80it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.22it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.03it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.32it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.15it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.25it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.10it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.46it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.33it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.45it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.33it/s, v_num=ld_2, val_loss=1.310, train_loss=0.204]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.14it/s, v_num=ld_2, val_loss=1.400, train_loss=0.204]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.87it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 76.72it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 75.53it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.01it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 77.32it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.27it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.84it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.73it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.36it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.13it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.87it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.74it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.52it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.79it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.60it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.13it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.96it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.89it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.74it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.00it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.85it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.42it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.29it/s, v_num=ld_2, val_loss=1.400, train_loss=0.201]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.49it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.22it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 75.49it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 74.32it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.71it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.09it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.64it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 76.23it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.01it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 76.70it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.76it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.51it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.80it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.59it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.87it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.69it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.17it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.02it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.08it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.94it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.41it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.29it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14: 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=1.290, train_loss=0.201]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.73it/s, v_num=ld_2, val_loss=1.290, train_loss=0.201]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.23it/s, v_num=ld_2, val_loss=1.170, train_loss=0.201]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.96it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 78.54it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 77.28it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.10it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.39it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.13it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.69it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.07it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.73it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.25it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.99it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.83it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.59it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.13it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 78.94it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.87it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 78.70it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.61it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 78.47it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.94it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 78.81it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.17it/s, v_num=ld_2, val_loss=1.170, train_loss=0.194]
Epoch 15: 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=1.170, train_loss=0.194]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.33it/s, v_num=ld_2, val_loss=0.997, train_loss=0.194]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.07it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 80.56it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 79.25it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.71it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.98it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.15it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.65it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.28it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.95it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.61it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.35it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.96it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.70it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.13it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.94it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.26it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.10it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.01it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.86it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16:  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=0.997, train_loss=0.215]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.02it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.60it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.48it/s, v_num=ld_2, val_loss=0.997, train_loss=0.215]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.70it/s, v_num=ld_2, val_loss=1.050, train_loss=0.215]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.42it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 80.48it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 79.17it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.63it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.96it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.75it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.30it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.42it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.07it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.49it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.22it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.69it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.46it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.74it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.55it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.76it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.59it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.56it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.41it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.76it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.63it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.16it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.04it/s, v_num=ld_2, val_loss=1.050, train_loss=0.173]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.19it/s, v_num=ld_2, val_loss=1.100, train_loss=0.173]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.90it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 79.23it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 77.91it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.96it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.29it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.11it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.66it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.26it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 77.94it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.95it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 78.69it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.12it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 78.86it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.37it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.18it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.46it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 79.29it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.28it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.13it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.58it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 79.44it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.03it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 79.91it/s, v_num=ld_2, val_loss=1.100, train_loss=0.169]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.15it/s, v_num=ld_2, val_loss=1.340, train_loss=0.169]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.88it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 78.05it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 76.82it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.25it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.61it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.19it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.75it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.63it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.31it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.57it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 77.26it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.33it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 77.08it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.27it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 77.07it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.40it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 77.23it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.32it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 77.18it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.73it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 77.58it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 78.32it/s, v_num=ld_2, val_loss=1.340, train_loss=0.144]
Epoch 19: 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=1.340, train_loss=0.144]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.85it/s, v_num=ld_2, val_loss=1.250, train_loss=0.144]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 67.58it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 79.00it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 77.72it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.68it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.90it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.66it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.16it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.18it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 78.85it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.62it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.36it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.05it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 79.83it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.11it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 79.91it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.19it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.02it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.06it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 79.92it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.18it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.05it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.53it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.41it/s, v_num=ld_2, val_loss=1.250, train_loss=0.105]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.55it/s, v_num=ld_2, val_loss=1.090, train_loss=0.105]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 69.28it/s, v_num=ld_2, val_loss=1.090, train_loss=0.0351]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 68.98it/s, v_num=ld_2, val_loss=1.090, train_loss=0.0351]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9708220958709717
      Accuracy_val          0.7951807379722595
        val_loss             1.089799404144287
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 69.98it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 68.93it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 76.23it/s, v_num=ld_0]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 75.63it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 78.22it/s, v_num=ld_0]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 77.82it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.62it/s, v_num=ld_0]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.31it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.43it/s, v_num=ld_0]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.18it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.25it/s, v_num=ld_0]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.03it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.74it/s, v_num=ld_0]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.54it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.12it/s, v_num=ld_0]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.95it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.05it/s, v_num=ld_0]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.89it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.27it/s, v_num=ld_0]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.13it/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, 82.77it/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, 82.65it/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, 71.78it/s, v_num=ld_0, val_loss=2.160]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.49it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 82.84it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 81.46it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.41it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.72it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.79it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.33it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.92it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.56it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.48it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.16it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.74it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.49it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.78it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.57it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.58it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.40it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.62it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.46it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.68it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.53it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.13it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.98it/s, v_num=ld_0, val_loss=2.160, train_loss=2.240]
Epoch 1: 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=1.910, train_loss=2.240]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.93it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 83.49it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 82.05it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.10it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.34it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.95it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.46it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.21it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.82it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.57it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.27it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.99it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.73it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.71it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.50it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.34it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 80.16it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.25it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 80.10it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.29it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 80.15it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.60it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 80.47it/s, v_num=ld_0, val_loss=1.910, train_loss=1.900]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.36it/s, v_num=ld_0, val_loss=1.560, train_loss=1.900]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 70.04it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 81.17it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 79.83it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.54it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.78it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.58it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.12it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.34it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.99it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.91it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.59it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.26it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.01it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.45it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.23it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.84it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.60it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.63it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.43it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.19it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.04it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.40it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.27it/s, v_num=ld_0, val_loss=1.560, train_loss=1.450]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.48it/s, v_num=ld_0, val_loss=1.500, train_loss=1.450]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.20it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 83.42it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 82.01it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.49it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.71it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.33it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.84it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.79it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.40it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.31it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.00it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.54it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.26it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.80it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.59it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.13it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.96it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.46it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.31it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.61it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.47it/s, v_num=ld_0, val_loss=1.500, train_loss=1.110]
Epoch 4: 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=1.500, train_loss=1.110]
Epoch 4: 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=1.500, train_loss=1.110]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.03it/s, v_num=ld_0, val_loss=1.400, train_loss=1.110]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.72it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 79.42it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 78.12it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.81it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.06it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.45it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.00it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.33it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.99it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.23it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.95it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.79it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.53it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.77it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.56it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.60it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.43it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.91it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.76it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.10it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.85it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.32it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.19it/s, v_num=ld_0, val_loss=1.400, train_loss=0.964]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.58it/s, v_num=ld_0, val_loss=1.430, train_loss=0.964]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.30it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 86.05it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 84.41it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.53it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.68it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.45it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.95it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.51it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.13it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.58it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.28it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.75it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.49it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.97it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.76it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.73it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.54it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.80it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.63it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.97it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.82it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.32it/s, v_num=ld_0, val_loss=1.430, train_loss=0.779]
Epoch 6: 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=1.430, train_loss=0.779]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.98it/s, v_num=ld_0, val_loss=1.410, train_loss=0.779]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.65it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 86.74it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 84.99it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.76it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.98it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.08it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.57it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.93it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.52it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 86.00it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.69it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.01it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.75it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.06it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.84it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.87it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.68it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.05it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.86it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.08it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.93it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.39it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.25it/s, v_num=ld_0, val_loss=1.410, train_loss=0.615]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 75.08it/s, v_num=ld_0, val_loss=1.270, train_loss=0.615]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.77it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 86.13it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 84.52it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.68it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.81it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.67it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.16it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.86it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.48it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.13it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.80it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.66it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.35it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.51it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.27it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.41it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.21it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.66it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.50it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.44it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.29it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.80it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.65it/s, v_num=ld_0, val_loss=1.270, train_loss=0.530]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.79it/s, v_num=ld_0, val_loss=1.290, train_loss=0.530]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.49it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 83.48it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 82.06it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.80it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.98it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.86it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.40it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.46it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.08it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.00it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.72it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.49it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.25it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.66it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.36it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.11it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.92it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.00it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.83it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.10it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.95it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.39it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.26it/s, v_num=ld_0, val_loss=1.290, train_loss=0.319]
Epoch 9: 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=1.520, train_loss=0.319]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.36it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 85.14it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 83.55it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.05it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.30it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.72it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.18it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.52it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.15it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.95it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.62it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.96it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.71it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.95it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.74it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.80it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.62it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.00it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.81it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.21it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.06it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.53it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.38it/s, v_num=ld_0, val_loss=1.520, train_loss=0.225]
Epoch 10: 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=1.830, train_loss=0.225]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.05it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 85.89it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 84.28it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.62it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.79it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.39it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.89it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.04it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.67it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.39it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.06it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.80it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.54it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.96it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.74it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.66it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.47it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.72it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.55it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.69it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.52it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.02it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.88it/s, v_num=ld_0, val_loss=1.830, train_loss=0.148]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.78it/s, v_num=ld_0, val_loss=1.760, train_loss=0.148]
Epoch 11: 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=1.760, train_loss=0.226]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 86.31it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 84.79it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.85it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.07it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.24it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.64it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.63it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.25it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.73it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.40it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.75it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.50it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.86it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.64it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.22it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.93it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.41it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.23it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.26it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.10it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12: 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=1.760, train_loss=0.226]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.34it/s, v_num=ld_0, val_loss=1.760, train_loss=0.226]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.44it/s, v_num=ld_0, val_loss=1.870, train_loss=0.226]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.14it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 82.66it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 81.05it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.79it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.93it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.48it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.99it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.98it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.61it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.50it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.16it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.74it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.48it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.52it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.30it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.26it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.07it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.50it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.34it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.62it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.46it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.98it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.85it/s, v_num=ld_0, val_loss=1.870, train_loss=0.222]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.97it/s, v_num=ld_0, val_loss=1.300, train_loss=0.222]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.68it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 86.70it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 85.19it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.96it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.18it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.09it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.54it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.51it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.14it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.96it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.60it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.74it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.49it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.59it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.38it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.39it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.20it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.68it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.51it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.74it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.58it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14: 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=1.300, train_loss=0.380]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.78it/s, v_num=ld_0, val_loss=1.300, train_loss=0.380]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.65it/s, v_num=ld_0, val_loss=1.390, train_loss=0.380]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.34it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 84.61it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 83.17it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.68it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.93it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.49it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.01it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.87it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.50it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.23it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.90it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.04it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.76it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.31it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.05it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.51it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.29it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.40it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.23it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.70it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.55it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.97it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.84it/s, v_num=ld_0, val_loss=1.390, train_loss=0.190]
Epoch 15: 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=1.610, train_loss=0.190]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.73it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 84.31it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 82.75it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.11it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.30it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.14it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.68it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.63it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.28it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.14it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.86it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.79it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.55it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.16it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.95it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.15it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.97it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.51it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.35it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.81it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.66it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.21it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.08it/s, v_num=ld_0, val_loss=1.610, train_loss=0.137]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.17it/s, v_num=ld_0, val_loss=1.820, train_loss=0.137]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.86it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 82.93it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 81.43it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.25it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.46it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.20it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.69it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.81it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.45it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.88it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.60it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.99it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.75it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.34it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.13it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.06it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.86it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.01it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.83it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.99it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.85it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.55it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.42it/s, v_num=ld_0, val_loss=1.820, train_loss=0.0733]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.61it/s, v_num=ld_0, val_loss=1.960, train_loss=0.0733]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.32it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 86.55it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 84.88it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.15it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.30it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.20it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.71it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.23it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.85it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.73it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.43it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.65it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.39it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.59it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.37it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.21it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.03it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.42it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.24it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.50it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.35it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.66it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.52it/s, v_num=ld_0, val_loss=1.960, train_loss=0.091]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.96it/s, v_num=ld_0, val_loss=1.880, train_loss=0.091]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.65it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 82.71it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 81.31it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.88it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.17it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.26it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.76it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.91it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.56it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.84it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.52it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.30it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.05it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.40it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.18it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.84it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.62it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.89it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.72it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.07it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.92it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.52it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.38it/s, v_num=ld_0, val_loss=1.880, train_loss=0.164]
Epoch 19: 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=2.020, train_loss=0.164]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.26it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 86.17it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 84.67it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.95it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.18it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.27it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.76it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.28it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.90it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.32it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.01it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.53it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.28it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.76it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.55it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.47it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.29it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.67it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.50it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.79it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.63it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.09it/s, v_num=ld_0, val_loss=2.020, train_loss=0.163]
Epoch 20: 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=2.020, train_loss=0.163]
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_0, val_loss=1.580, train_loss=0.163]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.42it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 85.41it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 83.94it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.06it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.30it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.68it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.19it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.12it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.75it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.56it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.26it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.65it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.40it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.77it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.56it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.58it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.39it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.81it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.64it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.81it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.66it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.16it/s, v_num=ld_0, val_loss=1.580, train_loss=0.0802]
Epoch 21: 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=1.580, train_loss=0.0802]
Epoch 21: 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=2.150, train_loss=0.0802]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.52it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 85.97it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 84.11it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.81it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.01it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.20it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.72it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.25it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.88it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.70it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.41it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.02it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.77it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.78it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.57it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.37it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.18it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.70it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.51it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.87it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.72it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.36it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.22it/s, v_num=ld_0, val_loss=2.150, train_loss=0.0492]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.70it/s, v_num=ld_0, val_loss=2.210, train_loss=0.0492]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.40it/s, v_num=ld_0, val_loss=2.210, train_loss=0.0327]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.06it/s, v_num=ld_0, val_loss=2.210, train_loss=0.0327]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9279025793075562
      Accuracy_val           0.652694582939148
        val_loss             2.208693027496338
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 52.73it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 51.94it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 55.15it/s, v_num=ld_1]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 54.69it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.67it/s, v_num=ld_1]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 56.37it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.42it/s, v_num=ld_1]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 57.26it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.46it/s, v_num=ld_1]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 61.30it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.52it/s, v_num=ld_1]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 64.39it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.67it/s, v_num=ld_1]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 66.55it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.62it/s, v_num=ld_1]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 68.51it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.34it/s, v_num=ld_1]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.24it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.66it/s, v_num=ld_1]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 71.56it/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, 72.84it/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, 72.74it/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, 63.99it/s, v_num=ld_1, val_loss=2.060]
Epoch 0: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.76it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 84.98it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 83.53it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.69it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.95it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.19it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.68it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.14it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.76it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.92it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.62it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.58it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.33it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.60it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.39it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.64it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.45it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.61it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.44it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.58it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.40it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.59it/s, v_num=ld_1, val_loss=2.060, train_loss=2.260]
Epoch 1: 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=2.060, train_loss=2.260]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.45it/s, v_num=ld_1, 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, 74.14it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 84.94it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 83.40it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.30it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.54it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.36it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.87it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.59it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.22it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.36it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.05it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.40it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.15it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.54it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.30it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.66it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  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=1.870, train_loss=1.940]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.84it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.66it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.91it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.76it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.08it/s, v_num=ld_1, val_loss=1.870, train_loss=1.940]
Epoch 2: 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=1.870, train_loss=1.940]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.91it/s, v_num=ld_1, val_loss=1.370, train_loss=1.940]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.60it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 84.51it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 82.93it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.16it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.41it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.16it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.66it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.17it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.79it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.72it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.41it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.88it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.61it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.07it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.86it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.24it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.03it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  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=1.370, train_loss=1.580]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.13it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.35it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.21it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3: 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=1.370, train_loss=1.580]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.36it/s, v_num=ld_1, val_loss=1.370, train_loss=1.580]
Epoch 3: 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=1.160, train_loss=1.580]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.09it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 84.94it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 83.48it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.61it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.81it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.94it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.45it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.09it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.72it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.81it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.50it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.07it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.78it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.15it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.94it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.32it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.13it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  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=1.160, train_loss=1.190]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.22it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.52it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.37it/s, v_num=ld_1, val_loss=1.160, train_loss=1.190]
Epoch 4: 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=1.160, train_loss=1.190]
Epoch 4: 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=1.160, train_loss=1.190]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.24it/s, v_num=ld_1, val_loss=1.120, train_loss=1.190]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.83it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 80.96it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 79.63it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.13it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.43it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.78it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.31it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.15it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.79it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.85it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.55it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.72it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.48it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.67it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.46it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.70it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.51it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:  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=1.120, train_loss=1.020]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.69it/s, v_num=ld_1, val_loss=1.120, train_loss=1.020]
Epoch 5:  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=1.120, train_loss=1.020]
Epoch 5:  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=1.120, train_loss=1.020]
Epoch 5: 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=1.120, train_loss=1.020]
Epoch 5: 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=1.120, train_loss=1.020]
Epoch 5: 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=1.130, train_loss=1.020]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.18it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 85.32it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 83.75it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.40it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.65it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.43it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.92it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.48it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.10it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.89it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.58it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.03it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.79it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.42it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.18it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.46it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.27it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  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=1.130, train_loss=0.913]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.34it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.22it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.07it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6: 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=1.130, train_loss=0.913]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.91it/s, v_num=ld_1, val_loss=1.130, train_loss=0.913]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.95it/s, v_num=ld_1, val_loss=1.320, train_loss=0.913]
Epoch 6: 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=1.320, train_loss=0.653]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 83.96it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 82.41it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.92it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.18it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.82it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.33it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.72it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.36it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.03it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.73it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.03it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.79it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.41it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.18it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.56it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.37it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.74it/s, v_num=ld_1, val_loss=1.320, train_loss=0.653]
Epoch 7:  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=1.320, train_loss=0.653]
Epoch 7:  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=1.320, train_loss=0.653]
Epoch 7:  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=1.320, train_loss=0.653]
Epoch 7: 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=1.320, train_loss=0.653]
Epoch 7: 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=1.320, train_loss=0.653]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.46it/s, v_num=ld_1, val_loss=1.050, train_loss=0.653]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.15it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 78.03it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 76.64it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.95it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.12it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.00it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.55it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.14it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.80it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.93it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.61it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.36it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.10it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.76it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.56it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.22it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.03it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.13it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.96it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8:  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=1.050, train_loss=0.507]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.01it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.30it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.17it/s, v_num=ld_1, val_loss=1.050, train_loss=0.507]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.83it/s, v_num=ld_1, val_loss=1.170, train_loss=0.507]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.55it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 84.41it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 82.96it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.64it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.91it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.19it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.70it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.46it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.08it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.71it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.41it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.05it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.80it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.20it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.99it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.33it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  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=1.170, train_loss=0.390]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.84it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.67it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.87it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.71it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.96it/s, v_num=ld_1, val_loss=1.170, train_loss=0.390]
Epoch 9: 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=1.170, train_loss=0.390]
Epoch 9: 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=1.120, train_loss=0.390]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.57it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 82.74it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 81.27it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.77it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.06it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.37it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.87it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.78it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.37it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.50it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.16it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.82it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.56it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.77it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.56it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.92it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.71it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.94it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.77it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.96it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.80it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10: 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=1.120, train_loss=0.267]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.65it/s, v_num=ld_1, val_loss=1.120, train_loss=0.267]
Epoch 10: 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=1.000, train_loss=0.267]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.30it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 82.18it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 80.79it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.47it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.75it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.91it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.42it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.70it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.34it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.15it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.84it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.60it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.36it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.04it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.83it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.86it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.66it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.15it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.98it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.33it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.16it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.49it/s, v_num=ld_1, val_loss=1.000, train_loss=0.176]
Epoch 11: 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=1.000, train_loss=0.176]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.64it/s, v_num=ld_1, val_loss=1.270, train_loss=0.176]
Epoch 11: 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=1.270, train_loss=0.167]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 81.77it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 80.42it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.81it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.11it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.95it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.47it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.58it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.22it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.45it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.14it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.95it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.71it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.17it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.96it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.29it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  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=1.270, train_loss=0.167]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.33it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.16it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.37it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12:  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=1.270, train_loss=0.167]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.19it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.05it/s, v_num=ld_1, val_loss=1.270, train_loss=0.167]
Epoch 12: 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=1.920, train_loss=0.167]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.88it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 82.64it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 81.25it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.06it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.34it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.12it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.64it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.27it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.90it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.78it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.47it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.11it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.84it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.45it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.24it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.59it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.40it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.77it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.61it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.00it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.85it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13: 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=1.920, train_loss=0.254]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.11it/s, v_num=ld_1, val_loss=1.920, train_loss=0.254]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.39it/s, v_num=ld_1, val_loss=1.050, train_loss=0.254]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.09it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 84.46it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 83.03it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.66it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.90it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.44it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.96it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.76it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.35it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.46it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.12it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.80it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.56it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.06it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.85it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.00it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.79it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.15it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.99it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.39it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.23it/s, v_num=ld_1, val_loss=1.050, train_loss=0.348]
Epoch 14: 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=1.050, train_loss=0.348]
Epoch 14: 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=1.050, train_loss=0.348]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.63it/s, v_num=ld_1, val_loss=0.952, train_loss=0.348]
Epoch 14: 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=0.952, train_loss=0.399]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 83.82it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 82.40it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.68it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.94it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.89it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.36it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.05it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.67it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.60it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.29it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.54it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.29it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.56it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.34it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.58it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.38it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  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=0.952, train_loss=0.399]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.40it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.65it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.49it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.60it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.46it/s, v_num=ld_1, val_loss=0.952, train_loss=0.399]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.60it/s, v_num=ld_1, val_loss=1.260, train_loss=0.399]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.27it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 83.23it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 81.82it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.84it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.12it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.65it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.16it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.84it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.47it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.28it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.97it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.65it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.40it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.85it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.62it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:  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=1.260, train_loss=0.252]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.98it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:  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=1.260, train_loss=0.252]
Epoch 16:  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=1.260, train_loss=0.252]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.48it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16:  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=1.260, train_loss=0.252]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.59it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.45it/s, v_num=ld_1, val_loss=1.260, train_loss=0.252]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.41it/s, v_num=ld_1, val_loss=1.120, train_loss=0.252]
Epoch 16: 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=1.120, train_loss=0.190]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 86.35it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 84.69it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.79it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.01it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.80it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.23it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.05it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.63it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.36it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.05it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.68it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.44it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.88it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.66it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.93it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  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=1.120, train_loss=0.190]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.09it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.92it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.26it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17:  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=1.120, train_loss=0.190]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.37it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.24it/s, v_num=ld_1, val_loss=1.120, train_loss=0.190]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.29it/s, v_num=ld_1, val_loss=1.760, train_loss=0.190]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.99it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 83.98it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 82.54it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.21it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.47it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.38it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.75it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.16it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.79it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.74it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.44it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.22it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.94it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.37it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.15it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.56it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.38it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.45it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.28it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.65it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18:  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=1.760, train_loss=0.0919]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.26it/s, v_num=ld_1, val_loss=1.760, train_loss=0.0919]
Epoch 18: 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=1.760, train_loss=0.0919]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.21it/s, v_num=ld_1, val_loss=1.320, train_loss=0.0919]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.91it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 85.51it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 83.88it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.08it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.34it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.12it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.63it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.73it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.32it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.38it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.07it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.31it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.06it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.49it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.27it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.59it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  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=1.320, train_loss=0.201]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.75it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.58it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.84it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19:  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=1.320, train_loss=0.201]
Epoch 19: 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=1.320, train_loss=0.201]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.71it/s, v_num=ld_1, val_loss=1.320, train_loss=0.201]
Epoch 19: 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=1.550, train_loss=0.201]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.05it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 82.55it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 81.17it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.51it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.79it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.29it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.80it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.25it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.87it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.99it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.68it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.09it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.84it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.19it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.98it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.15it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.97it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.20it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.04it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.33it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.18it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.51it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.38it/s, v_num=ld_1, val_loss=1.550, train_loss=0.225]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.67it/s, v_num=ld_1, val_loss=1.010, train_loss=0.225]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.36it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 80.15it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:   9%|โ–‰         | 1/11 [00:00<00:00, 78.82it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.15it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.47it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.14it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.66it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.63it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.27it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.42it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.13it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.70it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.46it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.28it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.07it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.64it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.46it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.70it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.54it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.70it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.55it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.91it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.78it/s, v_num=ld_1, val_loss=1.010, train_loss=0.182]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.92it/s, v_num=ld_1, val_loss=1.340, train_loss=0.182]
Epoch 21: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.61it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 21:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 81.79it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:   9%|โ–‰         | 1/11 [00:00<00:00, 80.41it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.20it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.48it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.09it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.54it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.67it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.30it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.31it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.00it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.74it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.48it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.91it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.69it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.00it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.80it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.97it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.80it/s, v_num=ld_1, val_loss=1.340, train_loss=0.111]
Epoch 22:  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=1.340, train_loss=0.111]
Epoch 22:  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=1.340, train_loss=0.111]
Epoch 22: 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=1.340, train_loss=0.111]
Epoch 22: 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=1.340, train_loss=0.111]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.21it/s, v_num=ld_1, val_loss=1.360, train_loss=0.111]
Epoch 22: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.88it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 22:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 83.05it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:   9%|โ–‰         | 1/11 [00:00<00:00, 81.44it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.24it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.45it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.52it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.03it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.70it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.33it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.34it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.03it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.64it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.39it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.85it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.64it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.18it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.96it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.45it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.29it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.70it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23:  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=1.360, train_loss=0.0793]
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_1, val_loss=1.360, train_loss=0.0793]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.76it/s, v_num=ld_1, val_loss=1.360, train_loss=0.0793]
Epoch 23: 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=1.280, train_loss=0.0793]
Epoch 23: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.56it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 23:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 86.26it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:   9%|โ–‰         | 1/11 [00:00<00:00, 84.75it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.18it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.42it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.41it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.90it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.31it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.93it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.73it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.41it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 86.01it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.75it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 86.15it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.93it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.98it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.77it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.94it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.77it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.96it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.81it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24: 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=1.280, train_loss=0.0403]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.57it/s, v_num=ld_1, val_loss=1.280, train_loss=0.0403]
Epoch 24: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.41it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0403]
Epoch 24: 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=1.460, train_loss=0.0361]
Epoch 24:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 85.55it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:   9%|โ–‰         | 1/11 [00:00<00:00, 83.98it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 86.42it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.66it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.59it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 86.07it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.58it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.20it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.60it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.28it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.46it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.21it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.66it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.45it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.69it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.50it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.71it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.45it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25:  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=1.460, train_loss=0.0361]
Epoch 25:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.18it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.01it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.87it/s, v_num=ld_1, val_loss=1.460, train_loss=0.0361]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.63it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0361]
Epoch 25: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.31it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 25:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 80.57it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:   9%|โ–‰         | 1/11 [00:00<00:00, 79.23it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.49it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.68it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.38it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.89it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.68it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.30it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.49it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.18it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.92it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.67it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.35it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.14it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.57it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  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=1.500, train_loss=0.0265]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.81it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.63it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.97it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.82it/s, v_num=ld_1, val_loss=1.500, train_loss=0.0265]
Epoch 26: 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=1.500, train_loss=0.0265]
Epoch 26: 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=1.500, train_loss=0.0265]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.12it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0265]
Epoch 26: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.82it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 26:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 84.43it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:   9%|โ–‰         | 1/11 [00:00<00:00, 82.99it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.75it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.94it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.94it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.42it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.18it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.76it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.75it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.43it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.38it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.13it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.54it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.33it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.65it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.44it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.75it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.58it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.85it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.69it/s, v_num=ld_1, val_loss=1.530, train_loss=0.0303]
Epoch 27: 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=1.530, train_loss=0.0303]
Epoch 27: 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=1.530, train_loss=0.0303]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.55it/s, v_num=ld_1, val_loss=1.560, train_loss=0.0303]
Epoch 27: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.24it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 27:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 85.58it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:   9%|โ–‰         | 1/11 [00:00<00:00, 83.95it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.99it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.22it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.77it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.26it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.40it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.00it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.56it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.24it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.69it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.43it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.78it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.53it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.80it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.60it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:  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=1.560, train_loss=0.00914]
Epoch 28:  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=1.560, train_loss=0.00914]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.73it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.57it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.81it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 84.66it/s, v_num=ld_1, val_loss=1.560, train_loss=0.00914]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.79it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00914]
Epoch 28: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.50it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 28:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 85.49it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:   9%|โ–‰         | 1/11 [00:00<00:00, 84.00it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.96it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.20it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.98it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.48it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 86.18it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.76it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.81it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.50it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.63it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.38it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.81it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.59it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.98it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.79it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 86.05it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.88it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 86.07it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.91it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 86.13it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.99it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.84it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00552]
Epoch 29: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.52it/s, v_num=ld_1, val_loss=1.530, train_loss=0.00543]
Epoch 29: 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=1.530, train_loss=0.00543]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9612302780151367
      Accuracy_val          0.7784430980682373
        val_loss            1.5306875705718994
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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, 49.55it/s]
Epoch 0:   9%|โ–‰         | 1/11 [00:00<00:00, 48.73it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.57it/s, v_num=ld_2]
Epoch 0:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 52.11it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 54.18it/s, v_num=ld_2]
Epoch 0:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 53.88it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 56.04it/s, v_num=ld_2]
Epoch 0:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 55.88it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.99it/s, v_num=ld_2]
Epoch 0:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 59.84it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.99it/s, v_num=ld_2]
Epoch 0:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 62.85it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.22it/s, v_num=ld_2]
Epoch 0:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 65.11it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.24it/s, v_num=ld_2]
Epoch 0:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 67.13it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.88it/s, v_num=ld_2]
Epoch 0:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 68.78it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.13it/s, v_num=ld_2]
Epoch 0:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.04it/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, 71.55it/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, 71.46it/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, 63.26it/s, v_num=ld_2, val_loss=2.050]
Epoch 0: 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=2.050, train_loss=2.280]
Epoch 0:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 82.52it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:   9%|โ–‰         | 1/11 [00:00<00:00, 81.14it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.37it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.67it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.52it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.05it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.16it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.80it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.19it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.90it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.91it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.68it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.32it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.12it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.54it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  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=2.050, train_loss=2.280]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.73it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.57it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.91it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.76it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1: 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=2.050, train_loss=2.280]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.89it/s, v_num=ld_2, val_loss=2.050, train_loss=2.280]
Epoch 1: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.28it/s, v_num=ld_2, val_loss=1.710, train_loss=2.280]
Epoch 1: 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=1.710, train_loss=1.930]
Epoch 1:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 85.54it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:   9%|โ–‰         | 1/11 [00:00<00:00, 84.08it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.65it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.83it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.41it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.90it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.38it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.00it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.29it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.98it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.66it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.42it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.83it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.62it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:  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=1.710, train_loss=1.930]
Epoch 2:  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=1.710, train_loss=1.930]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.54it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.38it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.58it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.44it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.73it/s, v_num=ld_2, val_loss=1.710, train_loss=1.930]
Epoch 2: 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=1.710, train_loss=1.930]
Epoch 2: 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=1.500, train_loss=1.930]
Epoch 2: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.72it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 2:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 83.13it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:   9%|โ–‰         | 1/11 [00:00<00:00, 81.74it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.15it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.18it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.41it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.93it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.68it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.32it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.14it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.84it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.32it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.08it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.46it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.25it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.41it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.23it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.29it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.13it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3:  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=1.500, train_loss=1.540]
Epoch 3:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.13it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.33it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.20it/s, v_num=ld_2, val_loss=1.500, train_loss=1.540]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.60it/s, v_num=ld_2, val_loss=1.280, train_loss=1.540]
Epoch 3: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.31it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 3:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 83.35it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:   9%|โ–‰         | 1/11 [00:00<00:00, 81.95it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.28it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.57it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.66it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.19it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.16it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.81it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.83it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.53it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.70it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.41it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.70it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.49it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.09it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.91it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.33it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.17it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.44it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.30it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.40it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.26it/s, v_num=ld_2, val_loss=1.280, train_loss=1.170]
Epoch 4: 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=1.210, train_loss=1.170]
Epoch 4: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.46it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 4:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 81.70it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:   9%|โ–‰         | 1/11 [00:00<00:00, 80.35it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.52it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.83it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.09it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.57it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.49it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.14it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.41it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.08it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.89it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.65it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.03it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.82it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.24it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.05it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.38it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.22it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5:  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=1.210, train_loss=0.914]
Epoch 5:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.24it/s, v_num=ld_2, val_loss=1.210, train_loss=0.914]
Epoch 5: 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=1.210, train_loss=0.914]
Epoch 5: 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=1.210, train_loss=0.914]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.59it/s, v_num=ld_2, val_loss=1.170, train_loss=0.914]
Epoch 5: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.30it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 5:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 84.94it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:   9%|โ–‰         | 1/11 [00:00<00:00, 83.49it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.16it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.42it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.36it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.86it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.36it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.99it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.96it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.65it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.25it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.98it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.27it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.04it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  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=1.170, train_loss=0.791]
Epoch 6:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.16it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.38it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.20it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.45it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.30it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.40it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6: 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=1.170, train_loss=0.791]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.32it/s, v_num=ld_2, val_loss=1.170, train_loss=0.791]
Epoch 6: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.02it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 6:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 82.53it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:   9%|โ–‰         | 1/11 [00:00<00:00, 81.00it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.13it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.09it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.28it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.82it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.05it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.71it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.52it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 74.07it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.86it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 69.56it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.93it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 67.76it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.55it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 69.39it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 70.28it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  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=1.170, train_loss=0.717]
Epoch 7:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 70.92it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7:  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=1.170, train_loss=0.717]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.91it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.81it/s, v_num=ld_2, val_loss=1.170, train_loss=0.717]
Epoch 7: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 63.34it/s, v_num=ld_2, val_loss=1.390, train_loss=0.717]
Epoch 7: 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=1.390, train_loss=0.440]
Epoch 7:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 78.98it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:   9%|โ–‰         | 1/11 [00:00<00:00, 77.66it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 79.09it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 78.43it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.34it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 79.89it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 80.16it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 79.77it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.73it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 79.46it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.49it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 80.27it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.16it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 80.96it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  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=1.390, train_loss=0.440]
Epoch 8:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.53it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.08it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.93it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.46it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.32it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.29it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 82.17it/s, v_num=ld_2, val_loss=1.390, train_loss=0.440]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.93it/s, v_num=ld_2, val_loss=1.510, train_loss=0.440]
Epoch 8: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.64it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 8:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 85.35it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:   9%|โ–‰         | 1/11 [00:00<00:00, 83.65it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.61it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.87it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.71it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.22it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.83it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.46it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.38it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.07it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.66it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.41it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.71it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.47it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.63it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.44it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.35it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.18it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.32it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9:  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=1.510, train_loss=0.432]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.15it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.01it/s, v_num=ld_2, val_loss=1.510, train_loss=0.432]
Epoch 9: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.02it/s, v_num=ld_2, val_loss=1.360, train_loss=0.432]
Epoch 9: 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=1.360, train_loss=0.366]
Epoch 9:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 82.67it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:   9%|โ–‰         | 1/11 [00:00<00:00, 81.29it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.40it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.70it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.79it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.32it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.47it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.08it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.46it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.13it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.85it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.62it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.08it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.87it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:  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=1.360, train_loss=0.366]
Epoch 10:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.17it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:  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=1.360, train_loss=0.366]
Epoch 10:  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=1.360, train_loss=0.366]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.65it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 84.50it/s, v_num=ld_2, val_loss=1.360, train_loss=0.366]
Epoch 10: 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=1.360, train_loss=0.366]
Epoch 10: 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=1.360, train_loss=0.366]
Epoch 10: 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=1.280, train_loss=0.366]
Epoch 10: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.12it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 10:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 79.89it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:   9%|โ–‰         | 1/11 [00:00<00:00, 78.55it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.18it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.49it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.85it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.38it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.23it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.88it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.40it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.08it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.80it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.57it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.16it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.96it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  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=1.280, train_loss=0.269]
Epoch 11:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.21it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.63it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.47it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.83it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.68it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11: 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=1.280, train_loss=0.269]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.80it/s, v_num=ld_2, val_loss=1.280, train_loss=0.269]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.11it/s, v_num=ld_2, val_loss=1.310, train_loss=0.269]
Epoch 11: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.80it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 11:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 83.44it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:   9%|โ–‰         | 1/11 [00:00<00:00, 81.89it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.94it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.20it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.08it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.59it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.87it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.50it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.28it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.94it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.39it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.11it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.36it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.13it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.53it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  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=1.310, train_loss=0.144]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.63it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.47it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.79it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.65it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.71it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.58it/s, v_num=ld_2, val_loss=1.310, train_loss=0.144]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.94it/s, v_num=ld_2, val_loss=1.610, train_loss=0.144]
Epoch 12: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.64it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 12:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 85.07it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:   9%|โ–‰         | 1/11 [00:00<00:00, 83.64it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.59it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.85it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.67it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.11it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.66it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.28it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.24it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.92it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.35it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.10it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.48it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.25it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.52it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.33it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.48it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.31it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.33it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.18it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.36it/s, v_num=ld_2, val_loss=1.610, train_loss=0.159]
Epoch 13: 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=1.610, train_loss=0.159]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.24it/s, v_num=ld_2, val_loss=2.040, train_loss=0.159]
Epoch 13: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.95it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 13:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 85.33it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:   9%|โ–‰         | 1/11 [00:00<00:00, 83.85it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.80it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 85.05it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.78it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.28it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.90it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.48it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.29it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.97it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.24it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.00it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.05it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.84it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.15it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.96it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.88it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.71it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.91it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.76it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.91it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.77it/s, v_num=ld_2, val_loss=2.040, train_loss=0.126]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.06it/s, v_num=ld_2, val_loss=1.550, train_loss=0.126]
Epoch 14: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.75it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 14:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 82.43it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:   9%|โ–‰         | 1/11 [00:00<00:00, 81.05it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.85it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.14it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.33it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.85it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.75it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.35it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.32it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.02it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.12it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.88it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.26it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.05it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.30it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.12it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.54it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.37it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.51it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.35it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.78it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.65it/s, v_num=ld_2, val_loss=1.550, train_loss=0.376]
Epoch 15: 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=1.180, train_loss=0.376]
Epoch 15: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.65it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 15:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 82.95it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:   9%|โ–‰         | 1/11 [00:00<00:00, 81.56it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 82.31it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.61it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.44it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 82.96it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.12it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.72it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.95it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 83.62it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.97it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 83.72it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.88it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 83.66it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 83.87it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  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=1.180, train_loss=0.226]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.85it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 83.68it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.80it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 83.65it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.68it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.55it/s, v_num=ld_2, val_loss=1.180, train_loss=0.226]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.77it/s, v_num=ld_2, val_loss=1.260, train_loss=0.226]
Epoch 16: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 72.48it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 16:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 84.61it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:   9%|โ–‰         | 1/11 [00:00<00:00, 83.10it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.67it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.95it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.14it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.64it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.38it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 83.01it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.98it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 82.62it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.87it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 82.60it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.28it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 82.01it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  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=1.260, train_loss=0.119]
Epoch 17:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 81.18it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.33it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 81.14it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.43it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 81.27it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.63it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 81.49it/s, v_num=ld_2, val_loss=1.260, train_loss=0.119]
Epoch 17: 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=1.350, train_loss=0.119]
Epoch 17: 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=1.350, train_loss=0.101]
Epoch 17:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 83.63it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:   9%|โ–‰         | 1/11 [00:00<00:00, 82.22it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.42it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 83.62it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.47it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 83.98it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.85it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 84.48it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.41it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.10it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.82it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 84.54it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.82it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 84.60it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:  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=1.350, train_loss=0.101]
Epoch 18:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 84.76it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:  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=1.350, train_loss=0.101]
Epoch 18:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 84.94it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.28it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.13it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.33it/s, v_num=ld_2, val_loss=1.350, train_loss=0.101]
Epoch 18: 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=1.350, train_loss=0.101]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.25it/s, v_num=ld_2, val_loss=1.630, train_loss=0.101]
Epoch 18: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.96it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 18:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 84.81it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:   9%|โ–‰         | 1/11 [00:00<00:00, 83.36it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.98it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 84.24it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 85.37it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 84.88it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.45it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 85.07it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 85.08it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 84.76it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.32it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 85.05it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.43it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 85.22it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 85.53it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  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=1.630, train_loss=0.0918]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.47it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 85.27it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 85.34it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19:  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=1.630, train_loss=0.0918]
Epoch 19: 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=1.630, train_loss=0.0918]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 85.08it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0918]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 74.09it/s, v_num=ld_2, val_loss=1.850, train_loss=0.0918]
Epoch 19: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 73.78it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 19:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:   0%|          | 0/11 [00:00<?, ?it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 79.67it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:   9%|โ–‰         | 1/11 [00:00<00:00, 78.21it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 81.05it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  18%|โ–ˆโ–Š        | 2/11 [00:00<00:00, 80.29it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 81.15it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  27%|โ–ˆโ–ˆโ–‹       | 3/11 [00:00<00:00, 80.69it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 82.01it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  36%|โ–ˆโ–ˆโ–ˆโ–‹      | 4/11 [00:00<00:00, 81.66it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 81.16it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  45%|โ–ˆโ–ˆโ–ˆโ–ˆโ–Œ     | 5/11 [00:00<00:00, 80.84it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.58it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  55%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–    | 6/11 [00:00<00:00, 81.32it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.97it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  64%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž   | 7/11 [00:00<00:00, 81.76it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.39it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  73%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Ž  | 8/11 [00:00<00:00, 82.21it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.63it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  82%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ– | 9/11 [00:00<00:00, 82.48it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.98it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20:  91%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 10/11 [00:00<00:00, 82.83it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 83.01it/s, v_num=ld_2, val_loss=1.850, train_loss=0.122]
Epoch 20: 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=1.850, train_loss=0.122]
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=1.630, train_loss=0.122]
Epoch 20: 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=1.630, train_loss=0.0729]
Epoch 20: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 11/11 [00:00<00:00, 71.69it/s, v_num=ld_2, val_loss=1.630, train_loss=0.0729]
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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           0.9475978016853333
      Accuracy_val          0.7469879388809204
        val_loss            1.6340848207473755
โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€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=0.926, Fold 1: auroc=0.921, Fold 2: auroc=0.953, Fold 3: auroc=0.930
  • Tabular2Unimodal: confusion matrix, Tabular2 uni-modal: auroc=0.912, Fold 1: auroc=0.897, Fold 2: auroc=0.921, Fold 3: auroc=0.933
  • ConcatTabularFeatureMaps: confusion matrix, Concatenating tabular feature maps: auroc=0.948, Fold 1: auroc=0.935, Fold 2: auroc=0.969, Fold 3: auroc=0.965
  • ConcatTabularData: confusion matrix, Concatenating tabular data: auroc=0.891, Fold 1: auroc=0.953, Fold 2: auroc=0.500, Fold 3: auroc=0.980
  • TabularChannelWiseMultiAttention: confusion matrix, Channel-wise multiplication net (tabular): auroc=0.698, Fold 1: auroc=0.642, Fold 2: auroc=0.769, Fold 3: auroc=0.693
  • TabularCrossmodalMultiheadAttention: confusion matrix, Tabular Crossmodal multi-head attention: auroc=0.945, Fold 1: auroc=0.967, Fold 2: auroc=0.915, Fold 3: auroc=0.966
  • TabularDecision: confusion matrix, Tabular decision: auroc=0.972, Fold 1: auroc=0.979, Fold 2: auroc=0.978, Fold 3: auroc=0.962
  • MCVAE_tab: confusion matrix, MCVAE Tabular: auroc=0.901, Fold 1: auroc=0.927, Fold 2: auroc=0.912, Fold 3: auroc=0.899
  • EdgeCorrGNN: confusion matrix, Edge Correlation GNN: auroc=0.498, Fold 1: auroc=0.505, Fold 2: auroc=0.535, Fold 3: auroc=0.475
  • AttentionWeightedGNN: confusion matrix, Attention-weighted GNN: auroc=0.470, Fold 1: auroc=0.500, Fold 2: auroc=0.539, Fold 3: auroc=0.463
  • AttentionAndSelfActivation: confusion matrix, Activation function and tabular self-attention: auroc=0.956, Fold 1: auroc=0.954, Fold 2: auroc=0.956, Fold 3: auroc=0.971
  • ActivationFusion: confusion matrix, Activation function map fusion: auroc=0.942, Fold 1: auroc=0.928, Fold 2: auroc=0.961, Fold 3: auroc=0.948

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 0.926437 0.694 0.920627 0.953280 0.930301 0.658683 0.724551 0.698795
Tabular2 uni-modal 0.912041 0.622 0.896803 0.920812 0.932999 0.616766 0.598802 0.650602
Concatenating tabular feature maps 0.947997 0.742 0.934640 0.969213 0.964932 0.664671 0.796407 0.765060
Concatenating tabular data 0.890741 0.556 0.953003 0.500000 0.980494 0.730539 0.101796 0.837349
Channel-wise multiplication net (tabular) 0.697613 0.270 0.641849 0.769003 0.693229 0.239521 0.365269 0.204819
Tabular Crossmodal multi-head attention 0.945050 0.678 0.966650 0.915441 0.966022 0.748503 0.508982 0.777108
Tabular decision 0.971814 0.800 0.978862 0.977966 0.962375 0.862275 0.814371 0.722892
MCVAE Tabular 0.901287 0.534 0.926778 0.911758 0.899404 0.586826 0.532934 0.481928
Edge Correlation GNN 0.497640 0.096 0.504931 0.534522 0.474791 0.113772 0.101796 0.072289
Attention-weighted GNN 0.469901 0.094 0.500322 0.538634 0.462927 0.071856 0.095808 0.114458
Activation function and tabular self-attention 0.955697 0.754 0.954473 0.955870 0.970822 0.742515 0.724551 0.795181
Activation function map fusion 0.942065 0.726 0.927903 0.961230 0.947598 0.652695 0.778443 0.746988


Total running time of the script: (7 minutes 21.974 seconds)

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