.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "auto_examples/training_and_testing/plot_using_external_data.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        :ref:`Go to the end <sphx_glr_download_auto_examples_training_and_testing_plot_using_external_data.py>`
        to download the full example code.

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_auto_examples_training_and_testing_plot_using_external_data.py:


Using External Test Data
========================================================================

Let's learn how to use external test data with Fusilli!
Some guidance can also be found in the :ref:`Data Loading <data-loading>` section of the documentation.

The extra step that we need to take is to provide the paths to the test data files to the functions that create evaluation figures: :class:`~.fusilli.eval.RealsVsPreds.from_new_data`, :class:`~.fusilli.eval.ConfusionMatrix.from_new_data`, :class:`~.fusilli.eval.ModelComparison.from_new_data`.

.. note::

    It is not possible to use external test data with graph-based fusion models.


We'll rush through the first few steps of the training and testing process, as they are covered in more detail in the other example notebooks.

.. GENERATED FROM PYTHON SOURCE LINES 18-94

.. code-block:: Python


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

    from fusilli.data import prepare_fusion_data
    from fusilli.eval import RealsVsPreds
    from fusilli.train import train_and_save_models
    from fusilli.utils.model_chooser import import_chosen_fusion_models

    # sphinx_gallery_thumbnail_number = -1


    model_conditions = {
        "class_name": ["ConcatTabularFeatureMaps"],
    }

    fusion_models = import_chosen_fusion_models(model_conditions)

    # Regression task
    prediction_task = "regression"

    # Set the batch size
    batch_size = 48

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

    for dir in output_paths.values():
        os.makedirs(dir, 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))

    data_paths = {
        "tabular1": "../../_static/mnist_data/mnist1_regression.csv",
        "tabular2": "../../_static/mnist_data/mnist2_regression.csv",
        "image": "",
    }

    external_data_paths = {
        "tabular1": "../../_static/mnist_data/mnist1_regression_test.csv",
        "tabular2": "../../_static/mnist_data/mnist2_regression_test.csv",
        "image": "",
    }

    fusion_model = fusion_models[0]

    print("Method name:", fusion_model.method_name)
    print("Modality type:", fusion_model.modality_type)
    print("Fusion type:", fusion_model.fusion_type)

    # Create the data module
    dm = prepare_fusion_data(prediction_task=prediction_task,
                             fusion_model=fusion_model,
                             data_paths=data_paths,
                             output_paths=output_paths,
                             batch_size=batch_size, )

    # train and test
    trained_model = train_and_save_models(
        data_module=dm,
        fusion_model=fusion_model,
        enable_checkpointing=True,
        show_loss_plot=True,
    )




.. image-sg:: /auto_examples/training_and_testing/images/sphx_glr_plot_using_external_data_001.png
   :alt: Loss Curves for ConcatTabularFeatureMaps
   :srcset: /auto_examples/training_and_testing/images/sphx_glr_plot_using_external_data_001.png
   :class: sphx-glr-single-img


.. rst-class:: sphx-glr-script-out

 .. code-block:: none

    Imported methods:
    ['Concatenating tabular feature maps']
    Method name: Concatenating tabular feature maps
    Modality type: tabular_tabular
    Fusion type: operation

    Training: |          | 0/? [00:00<?, ?it/s]
    Training:   0%|          | 0/9 [00:00<?, ?it/s]
    Epoch 0:   0%|          | 0/9 [00:00<?, ?it/s] 
    Epoch 0:  11%|█         | 1/9 [00:00<00:00, 80.65it/s]
    Epoch 0:  11%|█         | 1/9 [00:00<00:00, 79.18it/s, v_num=Maps]
    Epoch 0:  22%|██▏       | 2/9 [00:00<00:00, 86.87it/s, v_num=Maps]
    Epoch 0:  22%|██▏       | 2/9 [00:00<00:00, 86.10it/s, v_num=Maps]
    Epoch 0:  33%|███▎      | 3/9 [00:00<00:00, 90.51it/s, v_num=Maps]
    Epoch 0:  33%|███▎      | 3/9 [00:00<00:00, 89.98it/s, v_num=Maps]
    Epoch 0:  44%|████▍     | 4/9 [00:00<00:00, 92.46it/s, v_num=Maps]
    Epoch 0:  44%|████▍     | 4/9 [00:00<00:00, 92.05it/s, v_num=Maps]
    Epoch 0:  56%|█████▌    | 5/9 [00:00<00:00, 94.19it/s, v_num=Maps]
    Epoch 0:  56%|█████▌    | 5/9 [00:00<00:00, 93.86it/s, v_num=Maps]
    Epoch 0:  67%|██████▋   | 6/9 [00:00<00:00, 94.83it/s, v_num=Maps]
    Epoch 0:  67%|██████▋   | 6/9 [00:00<00:00, 94.55it/s, v_num=Maps]
    Epoch 0:  78%|███████▊  | 7/9 [00:00<00:00, 95.86it/s, v_num=Maps]
    Epoch 0:  78%|███████▊  | 7/9 [00:00<00:00, 95.61it/s, v_num=Maps]
    Epoch 0:  89%|████████▉ | 8/9 [00:00<00:00, 96.56it/s, v_num=Maps]
    Epoch 0:  89%|████████▉ | 8/9 [00:00<00:00, 96.34it/s, v_num=Maps]
    Epoch 0: 100%|██████████| 9/9 [00:00<00:00, 97.89it/s, v_num=Maps]
    Epoch 0: 100%|██████████| 9/9 [00:00<00:00, 97.70it/s, v_num=Maps]
    Epoch 0: 100%|██████████| 9/9 [00:00<00:00, 87.12it/s, v_num=Maps, val_loss=9.850]
    Epoch 0: 100%|██████████| 9/9 [00:00<00:00, 86.58it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 0:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]        
    Epoch 1:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1:  11%|█         | 1/9 [00:00<00:00, 92.00it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1:  11%|█         | 1/9 [00:00<00:00, 90.29it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1:  22%|██▏       | 2/9 [00:00<00:00, 94.71it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1:  22%|██▏       | 2/9 [00:00<00:00, 93.79it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1:  33%|███▎      | 3/9 [00:00<00:00, 96.31it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1:  33%|███▎      | 3/9 [00:00<00:00, 95.69it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1:  44%|████▍     | 4/9 [00:00<00:00, 97.22it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1:  44%|████▍     | 4/9 [00:00<00:00, 96.75it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1:  56%|█████▌    | 5/9 [00:00<00:00, 97.27it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1:  56%|█████▌    | 5/9 [00:00<00:00, 96.81it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1:  67%|██████▋   | 6/9 [00:00<00:00, 97.29it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1:  67%|██████▋   | 6/9 [00:00<00:00, 96.93it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1:  78%|███████▊  | 7/9 [00:00<00:00, 97.88it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1:  78%|███████▊  | 7/9 [00:00<00:00, 97.58it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1:  89%|████████▉ | 8/9 [00:00<00:00, 98.16it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1:  89%|████████▉ | 8/9 [00:00<00:00, 97.89it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1: 100%|██████████| 9/9 [00:00<00:00, 99.09it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1: 100%|██████████| 9/9 [00:00<00:00, 98.87it/s, v_num=Maps, val_loss=9.850, train_loss=13.30]
    Epoch 1: 100%|██████████| 9/9 [00:00<00:00, 88.87it/s, v_num=Maps, val_loss=6.070, train_loss=13.30]
    Epoch 1: 100%|██████████| 9/9 [00:00<00:00, 88.32it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 1:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]        
    Epoch 2:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2:  11%|█         | 1/9 [00:00<00:00, 95.49it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2:  11%|█         | 1/9 [00:00<00:00, 93.64it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2:  22%|██▏       | 2/9 [00:00<00:00, 97.29it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2:  22%|██▏       | 2/9 [00:00<00:00, 96.33it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2:  33%|███▎      | 3/9 [00:00<00:00, 98.32it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2:  33%|███▎      | 3/9 [00:00<00:00, 97.66it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2:  44%|████▍     | 4/9 [00:00<00:00, 97.35it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2:  44%|████▍     | 4/9 [00:00<00:00, 96.79it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2:  56%|█████▌    | 5/9 [00:00<00:00, 97.95it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2:  56%|█████▌    | 5/9 [00:00<00:00, 97.56it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2:  67%|██████▋   | 6/9 [00:00<00:00, 98.31it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2:  67%|██████▋   | 6/9 [00:00<00:00, 97.95it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2:  78%|███████▊  | 7/9 [00:00<00:00, 98.68it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2:  78%|███████▊  | 7/9 [00:00<00:00, 98.40it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2:  89%|████████▉ | 8/9 [00:00<00:00, 98.32it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2:  89%|████████▉ | 8/9 [00:00<00:00, 98.08it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2: 100%|██████████| 9/9 [00:00<00:00, 99.26it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2: 100%|██████████| 9/9 [00:00<00:00, 99.04it/s, v_num=Maps, val_loss=6.070, train_loss=7.780]
    Epoch 2: 100%|██████████| 9/9 [00:00<00:00, 88.25it/s, v_num=Maps, val_loss=4.630, train_loss=7.780]
    Epoch 2: 100%|██████████| 9/9 [00:00<00:00, 87.71it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 2:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]        
    Epoch 3:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3:  11%|█         | 1/9 [00:00<00:00, 89.57it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3:  11%|█         | 1/9 [00:00<00:00, 87.67it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3:  22%|██▏       | 2/9 [00:00<00:00, 92.33it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3:  22%|██▏       | 2/9 [00:00<00:00, 91.37it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3:  33%|███▎      | 3/9 [00:00<00:00, 93.82it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3:  33%|███▎      | 3/9 [00:00<00:00, 93.23it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3:  44%|████▍     | 4/9 [00:00<00:00, 94.90it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3:  44%|████▍     | 4/9 [00:00<00:00, 94.44it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3:  56%|█████▌    | 5/9 [00:00<00:00, 95.44it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3:  56%|█████▌    | 5/9 [00:00<00:00, 95.06it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3:  67%|██████▋   | 6/9 [00:00<00:00, 95.99it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3:  67%|██████▋   | 6/9 [00:00<00:00, 95.65it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3:  78%|███████▊  | 7/9 [00:00<00:00, 96.67it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3:  78%|███████▊  | 7/9 [00:00<00:00, 96.40it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3:  89%|████████▉ | 8/9 [00:00<00:00, 97.22it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3:  89%|████████▉ | 8/9 [00:00<00:00, 96.98it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3: 100%|██████████| 9/9 [00:00<00:00, 98.01it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3: 100%|██████████| 9/9 [00:00<00:00, 97.79it/s, v_num=Maps, val_loss=4.630, train_loss=6.120]
    Epoch 3: 100%|██████████| 9/9 [00:00<00:00, 87.72it/s, v_num=Maps, val_loss=4.000, train_loss=6.120]
    Epoch 3: 100%|██████████| 9/9 [00:00<00:00, 87.19it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 3:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]        
    Epoch 4:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4:  11%|█         | 1/9 [00:00<00:00, 92.02it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4:  11%|█         | 1/9 [00:00<00:00, 90.23it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4:  22%|██▏       | 2/9 [00:00<00:00, 93.93it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4:  22%|██▏       | 2/9 [00:00<00:00, 93.00it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4:  33%|███▎      | 3/9 [00:00<00:00, 95.24it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4:  33%|███▎      | 3/9 [00:00<00:00, 94.62it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4:  44%|████▍     | 4/9 [00:00<00:00, 95.92it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4:  44%|████▍     | 4/9 [00:00<00:00, 95.44it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4:  56%|█████▌    | 5/9 [00:00<00:00, 96.79it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4:  56%|█████▌    | 5/9 [00:00<00:00, 96.41it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4:  67%|██████▋   | 6/9 [00:00<00:00, 97.47it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4:  67%|██████▋   | 6/9 [00:00<00:00, 97.15it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4:  78%|███████▊  | 7/9 [00:00<00:00, 98.17it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4:  78%|███████▊  | 7/9 [00:00<00:00, 97.88it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4:  89%|████████▉ | 8/9 [00:00<00:00, 98.03it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4:  89%|████████▉ | 8/9 [00:00<00:00, 97.78it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4: 100%|██████████| 9/9 [00:00<00:00, 99.25it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4: 100%|██████████| 9/9 [00:00<00:00, 99.02it/s, v_num=Maps, val_loss=4.000, train_loss=4.530]
    Epoch 4: 100%|██████████| 9/9 [00:00<00:00, 88.87it/s, v_num=Maps, val_loss=3.990, train_loss=4.530]
    Epoch 4: 100%|██████████| 9/9 [00:00<00:00, 88.35it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 4:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]        
    Epoch 5:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5:  11%|█         | 1/9 [00:00<00:00, 94.83it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5:  11%|█         | 1/9 [00:00<00:00, 92.98it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5:  22%|██▏       | 2/9 [00:00<00:00, 96.79it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5:  22%|██▏       | 2/9 [00:00<00:00, 95.70it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5:  33%|███▎      | 3/9 [00:00<00:00, 97.93it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5:  33%|███▎      | 3/9 [00:00<00:00, 97.22it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5:  44%|████▍     | 4/9 [00:00<00:00, 98.61it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5:  44%|████▍     | 4/9 [00:00<00:00, 98.12it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5:  56%|█████▌    | 5/9 [00:00<00:00, 98.62it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5:  56%|█████▌    | 5/9 [00:00<00:00, 98.19it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5:  67%|██████▋   | 6/9 [00:00<00:00, 98.92it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5:  67%|██████▋   | 6/9 [00:00<00:00, 98.55it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5:  78%|███████▊  | 7/9 [00:00<00:00, 98.79it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5:  78%|███████▊  | 7/9 [00:00<00:00, 98.50it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5:  89%|████████▉ | 8/9 [00:00<00:00, 98.74it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5:  89%|████████▉ | 8/9 [00:00<00:00, 98.49it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5: 100%|██████████| 9/9 [00:00<00:00, 99.50it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5: 100%|██████████| 9/9 [00:00<00:00, 99.28it/s, v_num=Maps, val_loss=3.990, train_loss=3.260]
    Epoch 5: 100%|██████████| 9/9 [00:00<00:00, 88.98it/s, v_num=Maps, val_loss=5.150, train_loss=3.260]
    Epoch 5: 100%|██████████| 9/9 [00:00<00:00, 88.45it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 5:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]        
    Epoch 6:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6:  11%|█         | 1/9 [00:00<00:00, 91.52it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6:  11%|█         | 1/9 [00:00<00:00, 89.65it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6:  22%|██▏       | 2/9 [00:00<00:00, 95.01it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6:  22%|██▏       | 2/9 [00:00<00:00, 94.00it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6:  33%|███▎      | 3/9 [00:00<00:00, 96.14it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6:  33%|███▎      | 3/9 [00:00<00:00, 95.51it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6:  44%|████▍     | 4/9 [00:00<00:00, 95.84it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6:  44%|████▍     | 4/9 [00:00<00:00, 95.36it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6:  56%|█████▌    | 5/9 [00:00<00:00, 96.31it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6:  56%|█████▌    | 5/9 [00:00<00:00, 95.86it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6:  67%|██████▋   | 6/9 [00:00<00:00, 96.68it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6:  67%|██████▋   | 6/9 [00:00<00:00, 96.33it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6:  78%|███████▊  | 7/9 [00:00<00:00, 97.10it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6:  78%|███████▊  | 7/9 [00:00<00:00, 96.80it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6:  89%|████████▉ | 8/9 [00:00<00:00, 97.06it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6:  89%|████████▉ | 8/9 [00:00<00:00, 96.83it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6: 100%|██████████| 9/9 [00:00<00:00, 98.31it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6: 100%|██████████| 9/9 [00:00<00:00, 98.10it/s, v_num=Maps, val_loss=5.150, train_loss=2.960]
    Epoch 6: 100%|██████████| 9/9 [00:00<00:00, 88.06it/s, v_num=Maps, val_loss=4.450, train_loss=2.960]
    Epoch 6: 100%|██████████| 9/9 [00:00<00:00, 87.54it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 6:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]        
    Epoch 7:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7:  11%|█         | 1/9 [00:00<00:00, 91.21it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7:  11%|█         | 1/9 [00:00<00:00, 89.28it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7:  22%|██▏       | 2/9 [00:00<00:00, 94.33it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7:  22%|██▏       | 2/9 [00:00<00:00, 93.42it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7:  33%|███▎      | 3/9 [00:00<00:00, 96.01it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7:  33%|███▎      | 3/9 [00:00<00:00, 95.38it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7:  44%|████▍     | 4/9 [00:00<00:00, 96.28it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7:  44%|████▍     | 4/9 [00:00<00:00, 95.81it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7:  56%|█████▌    | 5/9 [00:00<00:00, 96.43it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7:  56%|█████▌    | 5/9 [00:00<00:00, 96.05it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7:  67%|██████▋   | 6/9 [00:00<00:00, 97.13it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7:  67%|██████▋   | 6/9 [00:00<00:00, 96.81it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7:  78%|███████▊  | 7/9 [00:00<00:00, 97.62it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7:  78%|███████▊  | 7/9 [00:00<00:00, 97.34it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7:  89%|████████▉ | 8/9 [00:00<00:00, 98.24it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7:  89%|████████▉ | 8/9 [00:00<00:00, 98.00it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7: 100%|██████████| 9/9 [00:00<00:00, 99.05it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7: 100%|██████████| 9/9 [00:00<00:00, 98.83it/s, v_num=Maps, val_loss=4.450, train_loss=2.590]
    Epoch 7: 100%|██████████| 9/9 [00:00<00:00, 88.81it/s, v_num=Maps, val_loss=4.590, train_loss=2.590]
    Epoch 7: 100%|██████████| 9/9 [00:00<00:00, 88.28it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 7:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]        
    Epoch 8:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8:  11%|█         | 1/9 [00:00<00:00, 96.68it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8:  11%|█         | 1/9 [00:00<00:00, 94.78it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8:  22%|██▏       | 2/9 [00:00<00:00, 98.28it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8:  22%|██▏       | 2/9 [00:00<00:00, 97.30it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8:  33%|███▎      | 3/9 [00:00<00:00, 99.11it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8:  33%|███▎      | 3/9 [00:00<00:00, 98.44it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8:  44%|████▍     | 4/9 [00:00<00:00, 98.89it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8:  44%|████▍     | 4/9 [00:00<00:00, 98.40it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8:  56%|█████▌    | 5/9 [00:00<00:00, 99.45it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8:  56%|█████▌    | 5/9 [00:00<00:00, 99.05it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8:  67%|██████▋   | 6/9 [00:00<00:00, 99.67it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8:  67%|██████▋   | 6/9 [00:00<00:00, 99.30it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8:  78%|███████▊  | 7/9 [00:00<00:00, 99.71it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8:  78%|███████▊  | 7/9 [00:00<00:00, 99.40it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8:  89%|████████▉ | 8/9 [00:00<00:00, 99.71it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8:  89%|████████▉ | 8/9 [00:00<00:00, 99.43it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8: 100%|██████████| 9/9 [00:00<00:00, 100.73it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8: 100%|██████████| 9/9 [00:00<00:00, 100.50it/s, v_num=Maps, val_loss=4.590, train_loss=2.100]
    Epoch 8: 100%|██████████| 9/9 [00:00<00:00, 90.14it/s, v_num=Maps, val_loss=4.310, train_loss=2.100] 
    Epoch 8: 100%|██████████| 9/9 [00:00<00:00, 89.57it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 8:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]        
    Epoch 9:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9:  11%|█         | 1/9 [00:00<00:00, 96.69it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9:  11%|█         | 1/9 [00:00<00:00, 94.79it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9:  22%|██▏       | 2/9 [00:00<00:00, 98.53it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9:  22%|██▏       | 2/9 [00:00<00:00, 97.55it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9:  33%|███▎      | 3/9 [00:00<00:00, 98.48it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9:  33%|███▎      | 3/9 [00:00<00:00, 97.76it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9:  44%|████▍     | 4/9 [00:00<00:00, 99.00it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9:  44%|████▍     | 4/9 [00:00<00:00, 98.46it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9:  56%|█████▌    | 5/9 [00:00<00:00, 99.12it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9:  56%|█████▌    | 5/9 [00:00<00:00, 98.68it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9:  67%|██████▋   | 6/9 [00:00<00:00, 99.30it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9:  67%|██████▋   | 6/9 [00:00<00:00, 98.91it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9:  78%|███████▊  | 7/9 [00:00<00:00, 99.60it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9:  78%|███████▊  | 7/9 [00:00<00:00, 99.31it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9:  89%|████████▉ | 8/9 [00:00<00:00, 99.69it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9:  89%|████████▉ | 8/9 [00:00<00:00, 99.44it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9: 100%|██████████| 9/9 [00:00<00:00, 100.52it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9: 100%|██████████| 9/9 [00:00<00:00, 100.27it/s, v_num=Maps, val_loss=4.310, train_loss=1.970]
    Epoch 9: 100%|██████████| 9/9 [00:00<00:00, 89.84it/s, v_num=Maps, val_loss=3.640, train_loss=1.970] 
    Epoch 9: 100%|██████████| 9/9 [00:00<00:00, 89.27it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 9:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]        
    Epoch 10:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10:  11%|█         | 1/9 [00:00<00:00, 92.90it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10:  11%|█         | 1/9 [00:00<00:00, 91.09it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10:  22%|██▏       | 2/9 [00:00<00:00, 95.53it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10:  22%|██▏       | 2/9 [00:00<00:00, 94.60it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10:  33%|███▎      | 3/9 [00:00<00:00, 96.96it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10:  33%|███▎      | 3/9 [00:00<00:00, 96.33it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10:  44%|████▍     | 4/9 [00:00<00:00, 96.97it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10:  44%|████▍     | 4/9 [00:00<00:00, 96.45it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10:  56%|█████▌    | 5/9 [00:00<00:00, 97.63it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10:  56%|█████▌    | 5/9 [00:00<00:00, 97.20it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10:  67%|██████▋   | 6/9 [00:00<00:00, 98.13it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10:  67%|██████▋   | 6/9 [00:00<00:00, 97.78it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10:  78%|███████▊  | 7/9 [00:00<00:00, 98.49it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10:  78%|███████▊  | 7/9 [00:00<00:00, 98.21it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10:  89%|████████▉ | 8/9 [00:00<00:00, 98.47it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10:  89%|████████▉ | 8/9 [00:00<00:00, 98.20it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10: 100%|██████████| 9/9 [00:00<00:00, 99.70it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10: 100%|██████████| 9/9 [00:00<00:00, 99.45it/s, v_num=Maps, val_loss=3.640, train_loss=1.600]
    Epoch 10: 100%|██████████| 9/9 [00:00<00:00, 89.17it/s, v_num=Maps, val_loss=3.840, train_loss=1.600]
    Epoch 10: 100%|██████████| 9/9 [00:00<00:00, 88.61it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 10:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]        
    Epoch 11:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11:  11%|█         | 1/9 [00:00<00:00, 94.08it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11:  11%|█         | 1/9 [00:00<00:00, 92.28it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11:  22%|██▏       | 2/9 [00:00<00:00, 96.22it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11:  22%|██▏       | 2/9 [00:00<00:00, 95.28it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11:  33%|███▎      | 3/9 [00:00<00:00, 97.35it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11:  33%|███▎      | 3/9 [00:00<00:00, 96.71it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11:  44%|████▍     | 4/9 [00:00<00:00, 98.05it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11:  44%|████▍     | 4/9 [00:00<00:00, 97.57it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11:  56%|█████▌    | 5/9 [00:00<00:00, 98.14it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11:  56%|█████▌    | 5/9 [00:00<00:00, 97.75it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11:  67%|██████▋   | 6/9 [00:00<00:00, 98.57it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11:  67%|██████▋   | 6/9 [00:00<00:00, 98.24it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11:  78%|███████▊  | 7/9 [00:00<00:00, 99.16it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11:  78%|███████▊  | 7/9 [00:00<00:00, 98.88it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11:  89%|████████▉ | 8/9 [00:00<00:00, 99.33it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11:  89%|████████▉ | 8/9 [00:00<00:00, 99.08it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11: 100%|██████████| 9/9 [00:00<00:00, 99.66it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11: 100%|██████████| 9/9 [00:00<00:00, 99.41it/s, v_num=Maps, val_loss=3.840, train_loss=1.220]
    Epoch 11: 100%|██████████| 9/9 [00:00<00:00, 88.84it/s, v_num=Maps, val_loss=3.770, train_loss=1.220]
    Epoch 11: 100%|██████████| 9/9 [00:00<00:00, 88.26it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 11:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]        
    Epoch 12:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12:  11%|█         | 1/9 [00:00<00:00, 95.05it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12:  11%|█         | 1/9 [00:00<00:00, 93.20it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12:  22%|██▏       | 2/9 [00:00<00:00, 96.93it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12:  22%|██▏       | 2/9 [00:00<00:00, 95.97it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12:  33%|███▎      | 3/9 [00:00<00:00, 98.10it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12:  33%|███▎      | 3/9 [00:00<00:00, 97.45it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12:  44%|████▍     | 4/9 [00:00<00:00, 98.04it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12:  44%|████▍     | 4/9 [00:00<00:00, 97.52it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12:  56%|█████▌    | 5/9 [00:00<00:00, 98.56it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12:  56%|█████▌    | 5/9 [00:00<00:00, 98.16it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12:  67%|██████▋   | 6/9 [00:00<00:00, 99.01it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12:  67%|██████▋   | 6/9 [00:00<00:00, 98.67it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12:  78%|███████▊  | 7/9 [00:00<00:00, 98.63it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12:  78%|███████▊  | 7/9 [00:00<00:00, 98.32it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12:  89%|████████▉ | 8/9 [00:00<00:00, 98.41it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12:  89%|████████▉ | 8/9 [00:00<00:00, 98.17it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12: 100%|██████████| 9/9 [00:00<00:00, 99.46it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12: 100%|██████████| 9/9 [00:00<00:00, 99.24it/s, v_num=Maps, val_loss=3.770, train_loss=1.050]
    Epoch 12: 100%|██████████| 9/9 [00:00<00:00, 88.93it/s, v_num=Maps, val_loss=3.780, train_loss=1.050]
    Epoch 12: 100%|██████████| 9/9 [00:00<00:00, 88.39it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 12:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]        
    Epoch 13:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13:  11%|█         | 1/9 [00:00<00:00, 95.82it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13:  11%|█         | 1/9 [00:00<00:00, 93.91it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13:  22%|██▏       | 2/9 [00:00<00:00, 98.25it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13:  22%|██▏       | 2/9 [00:00<00:00, 97.27it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13:  33%|███▎      | 3/9 [00:00<00:00, 99.07it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13:  33%|███▎      | 3/9 [00:00<00:00, 98.41it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13:  44%|████▍     | 4/9 [00:00<00:00, 99.81it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13:  44%|████▍     | 4/9 [00:00<00:00, 99.26it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13:  56%|█████▌    | 5/9 [00:00<00:00, 99.76it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13:  56%|█████▌    | 5/9 [00:00<00:00, 99.32it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13:  67%|██████▋   | 6/9 [00:00<00:00, 100.04it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13:  67%|██████▋   | 6/9 [00:00<00:00, 99.67it/s, v_num=Maps, val_loss=3.780, train_loss=0.998] 
    Epoch 13:  78%|███████▊  | 7/9 [00:00<00:00, 100.50it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13:  78%|███████▊  | 7/9 [00:00<00:00, 100.20it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13:  89%|████████▉ | 8/9 [00:00<00:00, 100.56it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13:  89%|████████▉ | 8/9 [00:00<00:00, 100.30it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13: 100%|██████████| 9/9 [00:00<00:00, 101.19it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13: 100%|██████████| 9/9 [00:00<00:00, 100.96it/s, v_num=Maps, val_loss=3.780, train_loss=0.998]
    Epoch 13: 100%|██████████| 9/9 [00:00<00:00, 90.49it/s, v_num=Maps, val_loss=3.950, train_loss=0.998] 
    Epoch 13: 100%|██████████| 9/9 [00:00<00:00, 89.92it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 13:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]        
    Epoch 14:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14:  11%|█         | 1/9 [00:00<00:00, 94.55it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14:  11%|█         | 1/9 [00:00<00:00, 92.49it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14:  22%|██▏       | 2/9 [00:00<00:00, 97.23it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14:  22%|██▏       | 2/9 [00:00<00:00, 96.16it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14:  33%|███▎      | 3/9 [00:00<00:00, 98.04it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14:  33%|███▎      | 3/9 [00:00<00:00, 97.32it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14:  44%|████▍     | 4/9 [00:00<00:00, 98.36it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14:  44%|████▍     | 4/9 [00:00<00:00, 97.83it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14:  56%|█████▌    | 5/9 [00:00<00:00, 99.05it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14:  56%|█████▌    | 5/9 [00:00<00:00, 98.65it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14:  67%|██████▋   | 6/9 [00:00<00:00, 99.36it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14:  67%|██████▋   | 6/9 [00:00<00:00, 99.03it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14:  78%|███████▊  | 7/9 [00:00<00:00, 99.78it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14:  78%|███████▊  | 7/9 [00:00<00:00, 99.49it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14:  89%|████████▉ | 8/9 [00:00<00:00, 99.67it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14:  89%|████████▉ | 8/9 [00:00<00:00, 99.42it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14: 100%|██████████| 9/9 [00:00<00:00, 100.81it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14: 100%|██████████| 9/9 [00:00<00:00, 100.58it/s, v_num=Maps, val_loss=3.950, train_loss=0.925]
    Epoch 14: 100%|██████████| 9/9 [00:00<00:00, 90.22it/s, v_num=Maps, val_loss=3.920, train_loss=0.925] 
    Epoch 14: 100%|██████████| 9/9 [00:00<00:00, 89.67it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 14:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]        
    Epoch 15:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15:  11%|█         | 1/9 [00:00<00:00, 92.21it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15:  11%|█         | 1/9 [00:00<00:00, 90.42it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15:  22%|██▏       | 2/9 [00:00<00:00, 95.73it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15:  22%|██▏       | 2/9 [00:00<00:00, 94.79it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15:  33%|███▎      | 3/9 [00:00<00:00, 97.33it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15:  33%|███▎      | 3/9 [00:00<00:00, 96.69it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15:  44%|████▍     | 4/9 [00:00<00:00, 98.48it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15:  44%|████▍     | 4/9 [00:00<00:00, 97.98it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15:  56%|█████▌    | 5/9 [00:00<00:00, 98.51it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15:  56%|█████▌    | 5/9 [00:00<00:00, 98.11it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15:  67%|██████▋   | 6/9 [00:00<00:00, 98.77it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15:  67%|██████▋   | 6/9 [00:00<00:00, 98.44it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15:  78%|███████▊  | 7/9 [00:00<00:00, 99.27it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15:  78%|███████▊  | 7/9 [00:00<00:00, 98.99it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15:  89%|████████▉ | 8/9 [00:00<00:00, 99.61it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15:  89%|████████▉ | 8/9 [00:00<00:00, 99.33it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15: 100%|██████████| 9/9 [00:00<00:00, 100.39it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15: 100%|██████████| 9/9 [00:00<00:00, 100.16it/s, v_num=Maps, val_loss=3.920, train_loss=0.944]
    Epoch 15: 100%|██████████| 9/9 [00:00<00:00, 89.81it/s, v_num=Maps, val_loss=3.860, train_loss=0.944] 
    Epoch 15: 100%|██████████| 9/9 [00:00<00:00, 89.25it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 15:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]        
    Epoch 16:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16:  11%|█         | 1/9 [00:00<00:00, 95.28it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16:  11%|█         | 1/9 [00:00<00:00, 93.20it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16:  22%|██▏       | 2/9 [00:00<00:00, 97.58it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16:  22%|██▏       | 2/9 [00:00<00:00, 96.31it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16:  33%|███▎      | 3/9 [00:00<00:00, 99.01it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16:  33%|███▎      | 3/9 [00:00<00:00, 98.35it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16:  44%|████▍     | 4/9 [00:00<00:00, 99.11it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16:  44%|████▍     | 4/9 [00:00<00:00, 98.52it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16:  56%|█████▌    | 5/9 [00:00<00:00, 99.52it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16:  56%|█████▌    | 5/9 [00:00<00:00, 99.12it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16:  67%|██████▋   | 6/9 [00:00<00:00, 99.84it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16:  67%|██████▋   | 6/9 [00:00<00:00, 99.50it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16:  78%|███████▊  | 7/9 [00:00<00:00, 100.17it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16:  78%|███████▊  | 7/9 [00:00<00:00, 99.87it/s, v_num=Maps, val_loss=3.860, train_loss=0.720] 
    Epoch 16:  89%|████████▉ | 8/9 [00:00<00:00, 100.15it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16:  89%|████████▉ | 8/9 [00:00<00:00, 99.89it/s, v_num=Maps, val_loss=3.860, train_loss=0.720] 
    Epoch 16: 100%|██████████| 9/9 [00:00<00:00, 101.20it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16: 100%|██████████| 9/9 [00:00<00:00, 100.97it/s, v_num=Maps, val_loss=3.860, train_loss=0.720]
    Epoch 16: 100%|██████████| 9/9 [00:00<00:00, 90.53it/s, v_num=Maps, val_loss=4.120, train_loss=0.720] 
    Epoch 16: 100%|██████████| 9/9 [00:00<00:00, 89.96it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 16:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]        
    Epoch 17:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17:  11%|█         | 1/9 [00:00<00:00, 94.56it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17:  11%|█         | 1/9 [00:00<00:00, 92.71it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17:  22%|██▏       | 2/9 [00:00<00:00, 97.23it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17:  22%|██▏       | 2/9 [00:00<00:00, 96.26it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17:  33%|███▎      | 3/9 [00:00<00:00, 98.42it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17:  33%|███▎      | 3/9 [00:00<00:00, 97.76it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17:  44%|████▍     | 4/9 [00:00<00:00, 99.26it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17:  44%|████▍     | 4/9 [00:00<00:00, 98.71it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17:  56%|█████▌    | 5/9 [00:00<00:00, 99.03it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17:  56%|█████▌    | 5/9 [00:00<00:00, 98.64it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17:  67%|██████▋   | 6/9 [00:00<00:00, 99.55it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17:  67%|██████▋   | 6/9 [00:00<00:00, 99.19it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17:  78%|███████▊  | 7/9 [00:00<00:00, 99.83it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17:  78%|███████▊  | 7/9 [00:00<00:00, 99.52it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17:  89%|████████▉ | 8/9 [00:00<00:00, 99.98it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17:  89%|████████▉ | 8/9 [00:00<00:00, 99.73it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17: 100%|██████████| 9/9 [00:00<00:00, 100.84it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17: 100%|██████████| 9/9 [00:00<00:00, 100.59it/s, v_num=Maps, val_loss=4.120, train_loss=0.668]
    Epoch 17: 100%|██████████| 9/9 [00:00<00:00, 90.15it/s, v_num=Maps, val_loss=3.580, train_loss=0.668] 
    Epoch 17: 100%|██████████| 9/9 [00:00<00:00, 89.59it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 17:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]        
    Epoch 18:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18:  11%|█         | 1/9 [00:00<00:00, 94.75it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18:  11%|█         | 1/9 [00:00<00:00, 92.89it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18:  22%|██▏       | 2/9 [00:00<00:00, 96.40it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18:  22%|██▏       | 2/9 [00:00<00:00, 95.43it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18:  33%|███▎      | 3/9 [00:00<00:00, 98.10it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18:  33%|███▎      | 3/9 [00:00<00:00, 97.44it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18:  44%|████▍     | 4/9 [00:00<00:00, 98.45it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18:  44%|████▍     | 4/9 [00:00<00:00, 97.95it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18:  56%|█████▌    | 5/9 [00:00<00:00, 99.10it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18:  56%|█████▌    | 5/9 [00:00<00:00, 98.71it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18:  67%|██████▋   | 6/9 [00:00<00:00, 99.63it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18:  67%|██████▋   | 6/9 [00:00<00:00, 99.26it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18:  78%|███████▊  | 7/9 [00:00<00:00, 99.94it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18:  78%|███████▊  | 7/9 [00:00<00:00, 99.66it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18:  89%|████████▉ | 8/9 [00:00<00:00, 99.94it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18:  89%|████████▉ | 8/9 [00:00<00:00, 99.66it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18: 100%|██████████| 9/9 [00:00<00:00, 101.08it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18: 100%|██████████| 9/9 [00:00<00:00, 100.85it/s, v_num=Maps, val_loss=3.580, train_loss=0.707]
    Epoch 18: 100%|██████████| 9/9 [00:00<00:00, 90.45it/s, v_num=Maps, val_loss=3.800, train_loss=0.707] 
    Epoch 18: 100%|██████████| 9/9 [00:00<00:00, 89.90it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 18:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]        
    Epoch 19:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19:  11%|█         | 1/9 [00:00<00:00, 95.71it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19:  11%|█         | 1/9 [00:00<00:00, 93.79it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19:  22%|██▏       | 2/9 [00:00<00:00, 97.77it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19:  22%|██▏       | 2/9 [00:00<00:00, 96.78it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19:  33%|███▎      | 3/9 [00:00<00:00, 98.51it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19:  33%|███▎      | 3/9 [00:00<00:00, 97.84it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19:  44%|████▍     | 4/9 [00:00<00:00, 99.37it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19:  44%|████▍     | 4/9 [00:00<00:00, 98.82it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19:  56%|█████▌    | 5/9 [00:00<00:00, 98.62it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19:  56%|█████▌    | 5/9 [00:00<00:00, 98.23it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19:  67%|██████▋   | 6/9 [00:00<00:00, 97.98it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19:  67%|██████▋   | 6/9 [00:00<00:00, 97.55it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19:  78%|███████▊  | 7/9 [00:00<00:00, 98.12it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19:  78%|███████▊  | 7/9 [00:00<00:00, 97.80it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19:  89%|████████▉ | 8/9 [00:00<00:00, 98.42it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19:  89%|████████▉ | 8/9 [00:00<00:00, 98.14it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19: 100%|██████████| 9/9 [00:00<00:00, 98.78it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19: 100%|██████████| 9/9 [00:00<00:00, 98.55it/s, v_num=Maps, val_loss=3.800, train_loss=0.690]
    Epoch 19: 100%|██████████| 9/9 [00:00<00:00, 87.89it/s, v_num=Maps, val_loss=3.620, train_loss=0.690]
    Epoch 19: 100%|██████████| 9/9 [00:00<00:00, 87.34it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 19:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]        
    Epoch 20:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20:  11%|█         | 1/9 [00:00<00:00, 89.93it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20:  11%|█         | 1/9 [00:00<00:00, 88.17it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20:  22%|██▏       | 2/9 [00:00<00:00, 92.31it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20:  22%|██▏       | 2/9 [00:00<00:00, 91.33it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20:  33%|███▎      | 3/9 [00:00<00:00, 94.78it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20:  33%|███▎      | 3/9 [00:00<00:00, 94.04it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20:  44%|████▍     | 4/9 [00:00<00:00, 95.92it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20:  44%|████▍     | 4/9 [00:00<00:00, 95.40it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20:  56%|█████▌    | 5/9 [00:00<00:00, 96.37it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20:  56%|█████▌    | 5/9 [00:00<00:00, 96.00it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20:  67%|██████▋   | 6/9 [00:00<00:00, 96.86it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20:  67%|██████▋   | 6/9 [00:00<00:00, 96.54it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20:  78%|███████▊  | 7/9 [00:00<00:00, 97.24it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20:  78%|███████▊  | 7/9 [00:00<00:00, 96.96it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20:  89%|████████▉ | 8/9 [00:00<00:00, 97.30it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20:  89%|████████▉ | 8/9 [00:00<00:00, 97.06it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20: 100%|██████████| 9/9 [00:00<00:00, 98.48it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20: 100%|██████████| 9/9 [00:00<00:00, 98.27it/s, v_num=Maps, val_loss=3.620, train_loss=0.687]
    Epoch 20: 100%|██████████| 9/9 [00:00<00:00, 88.03it/s, v_num=Maps, val_loss=3.710, train_loss=0.687]
    Epoch 20: 100%|██████████| 9/9 [00:00<00:00, 87.48it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 20:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]        
    Epoch 21:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21:  11%|█         | 1/9 [00:00<00:00, 88.69it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21:  11%|█         | 1/9 [00:00<00:00, 86.92it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21:  22%|██▏       | 2/9 [00:00<00:00, 92.79it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21:  22%|██▏       | 2/9 [00:00<00:00, 91.86it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21:  33%|███▎      | 3/9 [00:00<00:00, 94.60it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21:  33%|███▎      | 3/9 [00:00<00:00, 93.99it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21:  44%|████▍     | 4/9 [00:00<00:00, 95.92it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21:  44%|████▍     | 4/9 [00:00<00:00, 95.44it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21:  56%|█████▌    | 5/9 [00:00<00:00, 96.42it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21:  56%|█████▌    | 5/9 [00:00<00:00, 96.01it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21:  67%|██████▋   | 6/9 [00:00<00:00, 97.14it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21:  67%|██████▋   | 6/9 [00:00<00:00, 96.83it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21:  78%|███████▊  | 7/9 [00:00<00:00, 97.73it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21:  78%|███████▊  | 7/9 [00:00<00:00, 97.45it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21:  89%|████████▉ | 8/9 [00:00<00:00, 98.23it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21:  89%|████████▉ | 8/9 [00:00<00:00, 97.98it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21: 100%|██████████| 9/9 [00:00<00:00, 98.83it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21: 100%|██████████| 9/9 [00:00<00:00, 98.60it/s, v_num=Maps, val_loss=3.710, train_loss=0.756]
    Epoch 21: 100%|██████████| 9/9 [00:00<00:00, 88.55it/s, v_num=Maps, val_loss=3.530, train_loss=0.756]
    Epoch 21: 100%|██████████| 9/9 [00:00<00:00, 88.00it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 21:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]        
    Epoch 22:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22:  11%|█         | 1/9 [00:00<00:00, 95.99it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22:  11%|█         | 1/9 [00:00<00:00, 94.02it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22:  22%|██▏       | 2/9 [00:00<00:00, 98.05it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22:  22%|██▏       | 2/9 [00:00<00:00, 97.06it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22:  33%|███▎      | 3/9 [00:00<00:00, 98.88it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22:  33%|███▎      | 3/9 [00:00<00:00, 97.98it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22:  44%|████▍     | 4/9 [00:00<00:00, 96.95it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22:  44%|████▍     | 4/9 [00:00<00:00, 96.45it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22:  56%|█████▌    | 5/9 [00:00<00:00, 96.61it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22:  56%|█████▌    | 5/9 [00:00<00:00, 96.20it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22:  67%|██████▋   | 6/9 [00:00<00:00, 96.55it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22:  67%|██████▋   | 6/9 [00:00<00:00, 96.22it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22:  78%|███████▊  | 7/9 [00:00<00:00, 96.89it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22:  78%|███████▊  | 7/9 [00:00<00:00, 96.62it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22:  89%|████████▉ | 8/9 [00:00<00:00, 96.63it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22:  89%|████████▉ | 8/9 [00:00<00:00, 96.32it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22: 100%|██████████| 9/9 [00:00<00:00, 97.51it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22: 100%|██████████| 9/9 [00:00<00:00, 97.30it/s, v_num=Maps, val_loss=3.530, train_loss=0.653]
    Epoch 22: 100%|██████████| 9/9 [00:00<00:00, 87.24it/s, v_num=Maps, val_loss=3.390, train_loss=0.653]
    Epoch 22: 100%|██████████| 9/9 [00:00<00:00, 86.71it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 22:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]        
    Epoch 23:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23:  11%|█         | 1/9 [00:00<00:00, 89.75it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23:  11%|█         | 1/9 [00:00<00:00, 88.01it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23:  22%|██▏       | 2/9 [00:00<00:00, 93.39it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23:  22%|██▏       | 2/9 [00:00<00:00, 92.49it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23:  33%|███▎      | 3/9 [00:00<00:00, 95.25it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23:  33%|███▎      | 3/9 [00:00<00:00, 94.57it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23:  44%|████▍     | 4/9 [00:00<00:00, 95.78it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23:  44%|████▍     | 4/9 [00:00<00:00, 95.32it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23:  56%|█████▌    | 5/9 [00:00<00:00, 95.67it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23:  56%|█████▌    | 5/9 [00:00<00:00, 95.29it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23:  67%|██████▋   | 6/9 [00:00<00:00, 96.46it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23:  67%|██████▋   | 6/9 [00:00<00:00, 96.15it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23:  78%|███████▊  | 7/9 [00:00<00:00, 96.89it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23:  78%|███████▊  | 7/9 [00:00<00:00, 96.62it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23:  89%|████████▉ | 8/9 [00:00<00:00, 97.28it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23:  89%|████████▉ | 8/9 [00:00<00:00, 97.04it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23: 100%|██████████| 9/9 [00:00<00:00, 97.90it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23: 100%|██████████| 9/9 [00:00<00:00, 97.68it/s, v_num=Maps, val_loss=3.390, train_loss=0.614]
    Epoch 23: 100%|██████████| 9/9 [00:00<00:00, 87.77it/s, v_num=Maps, val_loss=3.510, train_loss=0.614]
    Epoch 23: 100%|██████████| 9/9 [00:00<00:00, 87.23it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 23:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]        
    Epoch 24:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24:  11%|█         | 1/9 [00:00<00:00, 93.14it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24:  11%|█         | 1/9 [00:00<00:00, 90.09it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24:  22%|██▏       | 2/9 [00:00<00:00, 95.14it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24:  22%|██▏       | 2/9 [00:00<00:00, 94.22it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24:  33%|███▎      | 3/9 [00:00<00:00, 96.65it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24:  33%|███▎      | 3/9 [00:00<00:00, 96.02it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24:  44%|████▍     | 4/9 [00:00<00:00, 96.79it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24:  44%|████▍     | 4/9 [00:00<00:00, 96.24it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24:  56%|█████▌    | 5/9 [00:00<00:00, 97.61it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24:  56%|█████▌    | 5/9 [00:00<00:00, 97.23it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24:  67%|██████▋   | 6/9 [00:00<00:00, 98.09it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24:  67%|██████▋   | 6/9 [00:00<00:00, 97.74it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24:  78%|███████▊  | 7/9 [00:00<00:00, 98.53it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24:  78%|███████▊  | 7/9 [00:00<00:00, 98.25it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24:  89%|████████▉ | 8/9 [00:00<00:00, 98.60it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24:  89%|████████▉ | 8/9 [00:00<00:00, 98.34it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24: 100%|██████████| 9/9 [00:00<00:00, 99.77it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24: 100%|██████████| 9/9 [00:00<00:00, 99.55it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24: 100%|██████████| 9/9 [00:00<00:00, 89.28it/s, v_num=Maps, val_loss=3.510, train_loss=0.611]
    Epoch 24: 100%|██████████| 9/9 [00:00<00:00, 88.73it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 24:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]        
    Epoch 25:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25:  11%|█         | 1/9 [00:00<00:00, 94.74it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25:  11%|█         | 1/9 [00:00<00:00, 92.70it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25:  22%|██▏       | 2/9 [00:00<00:00, 97.63it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25:  22%|██▏       | 2/9 [00:00<00:00, 96.57it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25:  33%|███▎      | 3/9 [00:00<00:00, 98.42it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25:  33%|███▎      | 3/9 [00:00<00:00, 97.70it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25:  44%|████▍     | 4/9 [00:00<00:00, 98.98it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25:  44%|████▍     | 4/9 [00:00<00:00, 98.49it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25:  56%|█████▌    | 5/9 [00:00<00:00, 98.78it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25:  56%|█████▌    | 5/9 [00:00<00:00, 98.34it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25:  67%|██████▋   | 6/9 [00:00<00:00, 98.98it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25:  67%|██████▋   | 6/9 [00:00<00:00, 98.61it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25:  78%|███████▊  | 7/9 [00:00<00:00, 99.14it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25:  78%|███████▊  | 7/9 [00:00<00:00, 98.82it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25:  89%|████████▉ | 8/9 [00:00<00:00, 99.40it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25:  89%|████████▉ | 8/9 [00:00<00:00, 99.12it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25: 100%|██████████| 9/9 [00:00<00:00, 99.89it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25: 100%|██████████| 9/9 [00:00<00:00, 99.65it/s, v_num=Maps, val_loss=3.510, train_loss=0.592]
    Epoch 25: 100%|██████████| 9/9 [00:00<00:00, 89.11it/s, v_num=Maps, val_loss=3.680, train_loss=0.592]
    Epoch 25: 100%|██████████| 9/9 [00:00<00:00, 88.56it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 25:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]        
    Epoch 26:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26:  11%|█         | 1/9 [00:00<00:00, 95.26it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26:  11%|█         | 1/9 [00:00<00:00, 93.39it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26:  22%|██▏       | 2/9 [00:00<00:00, 97.14it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26:  22%|██▏       | 2/9 [00:00<00:00, 96.17it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26:  33%|███▎      | 3/9 [00:00<00:00, 98.14it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26:  33%|███▎      | 3/9 [00:00<00:00, 97.48it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26:  44%|████▍     | 4/9 [00:00<00:00, 98.39it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26:  44%|████▍     | 4/9 [00:00<00:00, 97.90it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26:  56%|█████▌    | 5/9 [00:00<00:00, 98.97it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26:  56%|█████▌    | 5/9 [00:00<00:00, 98.57it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26:  67%|██████▋   | 6/9 [00:00<00:00, 99.46it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26:  67%|██████▋   | 6/9 [00:00<00:00, 99.12it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26:  78%|███████▊  | 7/9 [00:00<00:00, 99.75it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26:  78%|███████▊  | 7/9 [00:00<00:00, 99.43it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26:  89%|████████▉ | 8/9 [00:00<00:00, 99.42it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26:  89%|████████▉ | 8/9 [00:00<00:00, 99.16it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26: 100%|██████████| 9/9 [00:00<00:00, 100.51it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26: 100%|██████████| 9/9 [00:00<00:00, 100.29it/s, v_num=Maps, val_loss=3.680, train_loss=0.459]
    Epoch 26: 100%|██████████| 9/9 [00:00<00:00, 89.93it/s, v_num=Maps, val_loss=3.510, train_loss=0.459] 
    Epoch 26: 100%|██████████| 9/9 [00:00<00:00, 89.37it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 26:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]        
    Epoch 27:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27:  11%|█         | 1/9 [00:00<00:00, 95.77it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27:  11%|█         | 1/9 [00:00<00:00, 93.86it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27:  22%|██▏       | 2/9 [00:00<00:00, 97.67it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27:  22%|██▏       | 2/9 [00:00<00:00, 96.69it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27:  33%|███▎      | 3/9 [00:00<00:00, 99.03it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27:  33%|███▎      | 3/9 [00:00<00:00, 98.30it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27:  44%|████▍     | 4/9 [00:00<00:00, 99.83it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27:  44%|████▍     | 4/9 [00:00<00:00, 99.33it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27:  56%|█████▌    | 5/9 [00:00<00:00, 99.68it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27:  56%|█████▌    | 5/9 [00:00<00:00, 99.28it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27:  67%|██████▋   | 6/9 [00:00<00:00, 100.09it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27:  67%|██████▋   | 6/9 [00:00<00:00, 99.75it/s, v_num=Maps, val_loss=3.510, train_loss=0.497] 
    Epoch 27:  78%|███████▊  | 7/9 [00:00<00:00, 100.29it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27:  78%|███████▊  | 7/9 [00:00<00:00, 100.00it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27:  89%|████████▉ | 8/9 [00:00<00:00, 100.54it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27:  89%|████████▉ | 8/9 [00:00<00:00, 100.28it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27: 100%|██████████| 9/9 [00:00<00:00, 101.33it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27: 100%|██████████| 9/9 [00:00<00:00, 101.10it/s, v_num=Maps, val_loss=3.510, train_loss=0.497]
    Epoch 27: 100%|██████████| 9/9 [00:00<00:00, 90.45it/s, v_num=Maps, val_loss=3.640, train_loss=0.497] 
    Epoch 27: 100%|██████████| 9/9 [00:00<00:00, 89.89it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 27:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]        
    Epoch 28:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28:  11%|█         | 1/9 [00:00<00:00, 86.83it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28:  11%|█         | 1/9 [00:00<00:00, 84.97it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28:  22%|██▏       | 2/9 [00:00<00:00, 90.18it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28:  22%|██▏       | 2/9 [00:00<00:00, 89.25it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28:  33%|███▎      | 3/9 [00:00<00:00, 92.79it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28:  33%|███▎      | 3/9 [00:00<00:00, 92.17it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28:  44%|████▍     | 4/9 [00:00<00:00, 93.83it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28:  44%|████▍     | 4/9 [00:00<00:00, 93.37it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28:  56%|█████▌    | 5/9 [00:00<00:00, 93.60it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28:  56%|█████▌    | 5/9 [00:00<00:00, 93.24it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28:  67%|██████▋   | 6/9 [00:00<00:00, 94.58it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28:  67%|██████▋   | 6/9 [00:00<00:00, 94.27it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28:  78%|███████▊  | 7/9 [00:00<00:00, 95.58it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28:  78%|███████▊  | 7/9 [00:00<00:00, 95.31it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28:  89%|████████▉ | 8/9 [00:00<00:00, 96.08it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28:  89%|████████▉ | 8/9 [00:00<00:00, 95.84it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28: 100%|██████████| 9/9 [00:00<00:00, 97.38it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28: 100%|██████████| 9/9 [00:00<00:00, 97.17it/s, v_num=Maps, val_loss=3.640, train_loss=0.414]
    Epoch 28: 100%|██████████| 9/9 [00:00<00:00, 87.34it/s, v_num=Maps, val_loss=3.300, train_loss=0.414]
    Epoch 28: 100%|██████████| 9/9 [00:00<00:00, 86.79it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 28:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]        
    Epoch 29:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29:  11%|█         | 1/9 [00:00<00:00, 96.07it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29:  11%|█         | 1/9 [00:00<00:00, 94.16it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29:  22%|██▏       | 2/9 [00:00<00:00, 96.84it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29:  22%|██▏       | 2/9 [00:00<00:00, 95.86it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29:  33%|███▎      | 3/9 [00:00<00:00, 97.07it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29:  33%|███▎      | 3/9 [00:00<00:00, 96.42it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29:  44%|████▍     | 4/9 [00:00<00:00, 96.90it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29:  44%|████▍     | 4/9 [00:00<00:00, 96.41it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29:  56%|█████▌    | 5/9 [00:00<00:00, 96.72it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29:  56%|█████▌    | 5/9 [00:00<00:00, 96.34it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29:  67%|██████▋   | 6/9 [00:00<00:00, 97.38it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29:  67%|██████▋   | 6/9 [00:00<00:00, 97.06it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29:  78%|███████▊  | 7/9 [00:00<00:00, 97.93it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29:  78%|███████▊  | 7/9 [00:00<00:00, 97.66it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29:  89%|████████▉ | 8/9 [00:00<00:00, 98.40it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29:  89%|████████▉ | 8/9 [00:00<00:00, 98.16it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29: 100%|██████████| 9/9 [00:00<00:00, 99.29it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29: 100%|██████████| 9/9 [00:00<00:00, 99.06it/s, v_num=Maps, val_loss=3.300, train_loss=0.382]
    Epoch 29: 100%|██████████| 9/9 [00:00<00:00, 88.96it/s, v_num=Maps, val_loss=3.350, train_loss=0.382]
    Epoch 29: 100%|██████████| 9/9 [00:00<00:00, 88.41it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 29:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]        
    Epoch 30:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30:  11%|█         | 1/9 [00:00<00:00, 93.23it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30:  11%|█         | 1/9 [00:00<00:00, 91.40it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30:  22%|██▏       | 2/9 [00:00<00:00, 95.92it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30:  22%|██▏       | 2/9 [00:00<00:00, 94.90it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30:  33%|███▎      | 3/9 [00:00<00:00, 97.59it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30:  33%|███▎      | 3/9 [00:00<00:00, 96.94it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30:  44%|████▍     | 4/9 [00:00<00:00, 98.14it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30:  44%|████▍     | 4/9 [00:00<00:00, 97.61it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30:  56%|█████▌    | 5/9 [00:00<00:00, 98.79it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30:  56%|█████▌    | 5/9 [00:00<00:00, 98.39it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30:  67%|██████▋   | 6/9 [00:00<00:00, 99.28it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30:  67%|██████▋   | 6/9 [00:00<00:00, 98.95it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30:  78%|███████▊  | 7/9 [00:00<00:00, 99.77it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30:  78%|███████▊  | 7/9 [00:00<00:00, 99.48it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30:  89%|████████▉ | 8/9 [00:00<00:00, 99.59it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30:  89%|████████▉ | 8/9 [00:00<00:00, 99.33it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30: 100%|██████████| 9/9 [00:00<00:00, 100.64it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30: 100%|██████████| 9/9 [00:00<00:00, 100.40it/s, v_num=Maps, val_loss=3.350, train_loss=0.501]
    Epoch 30: 100%|██████████| 9/9 [00:00<00:00, 89.83it/s, v_num=Maps, val_loss=3.290, train_loss=0.501] 
    Epoch 30: 100%|██████████| 9/9 [00:00<00:00, 89.28it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 30:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]        
    Epoch 31:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31:  11%|█         | 1/9 [00:00<00:00, 93.96it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31:  11%|█         | 1/9 [00:00<00:00, 92.12it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31:  22%|██▏       | 2/9 [00:00<00:00, 96.22it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31:  22%|██▏       | 2/9 [00:00<00:00, 95.28it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31:  33%|███▎      | 3/9 [00:00<00:00, 98.04it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31:  33%|███▎      | 3/9 [00:00<00:00, 97.40it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31:  44%|████▍     | 4/9 [00:00<00:00, 99.02it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31:  44%|████▍     | 4/9 [00:00<00:00, 98.46it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31:  56%|█████▌    | 5/9 [00:00<00:00, 98.87it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31:  56%|█████▌    | 5/9 [00:00<00:00, 98.46it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31:  67%|██████▋   | 6/9 [00:00<00:00, 99.39it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31:  67%|██████▋   | 6/9 [00:00<00:00, 99.01it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31:  78%|███████▊  | 7/9 [00:00<00:00, 99.63it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31:  78%|███████▊  | 7/9 [00:00<00:00, 99.33it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31:  89%|████████▉ | 8/9 [00:00<00:00, 99.58it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31:  89%|████████▉ | 8/9 [00:00<00:00, 99.30it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31: 100%|██████████| 9/9 [00:00<00:00, 99.86it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31: 100%|██████████| 9/9 [00:00<00:00, 99.62it/s, v_num=Maps, val_loss=3.290, train_loss=0.438]
    Epoch 31: 100%|██████████| 9/9 [00:00<00:00, 89.30it/s, v_num=Maps, val_loss=3.350, train_loss=0.438]
    Epoch 31: 100%|██████████| 9/9 [00:00<00:00, 88.74it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 31:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]        
    Epoch 32:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32:  11%|█         | 1/9 [00:00<00:00, 94.99it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32:  11%|█         | 1/9 [00:00<00:00, 93.11it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32:  22%|██▏       | 2/9 [00:00<00:00, 97.62it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32:  22%|██▏       | 2/9 [00:00<00:00, 96.64it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32:  33%|███▎      | 3/9 [00:00<00:00, 98.44it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32:  33%|███▎      | 3/9 [00:00<00:00, 97.78it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32:  44%|████▍     | 4/9 [00:00<00:00, 98.43it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32:  44%|████▍     | 4/9 [00:00<00:00, 97.94it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32:  56%|█████▌    | 5/9 [00:00<00:00, 98.85it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32:  56%|█████▌    | 5/9 [00:00<00:00, 98.44it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32:  67%|██████▋   | 6/9 [00:00<00:00, 99.31it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32:  67%|██████▋   | 6/9 [00:00<00:00, 98.97it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32:  78%|███████▊  | 7/9 [00:00<00:00, 99.63it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32:  78%|███████▊  | 7/9 [00:00<00:00, 99.34it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32:  89%|████████▉ | 8/9 [00:00<00:00, 99.48it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32:  89%|████████▉ | 8/9 [00:00<00:00, 99.22it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32: 100%|██████████| 9/9 [00:00<00:00, 100.56it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32: 100%|██████████| 9/9 [00:00<00:00, 100.33it/s, v_num=Maps, val_loss=3.350, train_loss=0.451]
    Epoch 32: 100%|██████████| 9/9 [00:00<00:00, 89.87it/s, v_num=Maps, val_loss=3.290, train_loss=0.451] 
    Epoch 32: 100%|██████████| 9/9 [00:00<00:00, 89.32it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 32:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]        
    Epoch 33:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33:  11%|█         | 1/9 [00:00<00:00, 93.85it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33:  11%|█         | 1/9 [00:00<00:00, 91.80it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33:  22%|██▏       | 2/9 [00:00<00:00, 97.39it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33:  22%|██▏       | 2/9 [00:00<00:00, 96.43it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33:  33%|███▎      | 3/9 [00:00<00:00, 97.92it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33:  33%|███▎      | 3/9 [00:00<00:00, 97.20it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33:  44%|████▍     | 4/9 [00:00<00:00, 98.75it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33:  44%|████▍     | 4/9 [00:00<00:00, 98.25it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33:  56%|█████▌    | 5/9 [00:00<00:00, 98.98it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33:  56%|█████▌    | 5/9 [00:00<00:00, 98.58it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33:  67%|██████▋   | 6/9 [00:00<00:00, 99.33it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33:  67%|██████▋   | 6/9 [00:00<00:00, 99.00it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33:  78%|███████▊  | 7/9 [00:00<00:00, 99.65it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33:  78%|███████▊  | 7/9 [00:00<00:00, 99.36it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33:  89%|████████▉ | 8/9 [00:00<00:00, 99.98it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33:  89%|████████▉ | 8/9 [00:00<00:00, 99.72it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33: 100%|██████████| 9/9 [00:00<00:00, 100.57it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33: 100%|██████████| 9/9 [00:00<00:00, 100.31it/s, v_num=Maps, val_loss=3.290, train_loss=0.455]
    Epoch 33: 100%|██████████| 9/9 [00:00<00:00, 89.91it/s, v_num=Maps, val_loss=3.280, train_loss=0.455] 
    Epoch 33: 100%|██████████| 9/9 [00:00<00:00, 89.37it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 33:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]        
    Epoch 34:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34:  11%|█         | 1/9 [00:00<00:00, 96.86it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34:  11%|█         | 1/9 [00:00<00:00, 94.87it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34:  22%|██▏       | 2/9 [00:00<00:00, 97.78it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34:  22%|██▏       | 2/9 [00:00<00:00, 96.78it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34:  33%|███▎      | 3/9 [00:00<00:00, 98.57it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34:  33%|███▎      | 3/9 [00:00<00:00, 97.92it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34:  44%|████▍     | 4/9 [00:00<00:00, 98.86it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34:  44%|████▍     | 4/9 [00:00<00:00, 98.37it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34:  56%|█████▌    | 5/9 [00:00<00:00, 99.70it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34:  56%|█████▌    | 5/9 [00:00<00:00, 99.30it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34:  67%|██████▋   | 6/9 [00:00<00:00, 100.05it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34:  67%|██████▋   | 6/9 [00:00<00:00, 99.71it/s, v_num=Maps, val_loss=3.280, train_loss=0.458] 
    Epoch 34:  78%|███████▊  | 7/9 [00:00<00:00, 100.43it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34:  78%|███████▊  | 7/9 [00:00<00:00, 100.11it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34:  89%|████████▉ | 8/9 [00:00<00:00, 100.34it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34:  89%|████████▉ | 8/9 [00:00<00:00, 100.05it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34: 100%|██████████| 9/9 [00:00<00:00, 101.52it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34: 100%|██████████| 9/9 [00:00<00:00, 101.27it/s, v_num=Maps, val_loss=3.280, train_loss=0.458]
    Epoch 34: 100%|██████████| 9/9 [00:00<00:00, 90.45it/s, v_num=Maps, val_loss=3.370, train_loss=0.458] 
    Epoch 34: 100%|██████████| 9/9 [00:00<00:00, 89.88it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 34:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]        
    Epoch 35:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35:  11%|█         | 1/9 [00:00<00:00, 91.89it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35:  11%|█         | 1/9 [00:00<00:00, 90.01it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35:  22%|██▏       | 2/9 [00:00<00:00, 94.08it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35:  22%|██▏       | 2/9 [00:00<00:00, 93.10it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35:  33%|███▎      | 3/9 [00:00<00:00, 95.16it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35:  33%|███▎      | 3/9 [00:00<00:00, 94.52it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35:  44%|████▍     | 4/9 [00:00<00:00, 95.90it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35:  44%|████▍     | 4/9 [00:00<00:00, 95.42it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35:  56%|█████▌    | 5/9 [00:00<00:00, 96.34it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35:  56%|█████▌    | 5/9 [00:00<00:00, 95.96it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35:  67%|██████▋   | 6/9 [00:00<00:00, 97.19it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35:  67%|██████▋   | 6/9 [00:00<00:00, 96.87it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35:  78%|███████▊  | 7/9 [00:00<00:00, 97.78it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35:  78%|███████▊  | 7/9 [00:00<00:00, 97.50it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35:  89%|████████▉ | 8/9 [00:00<00:00, 97.53it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35:  89%|████████▉ | 8/9 [00:00<00:00, 97.26it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35: 100%|██████████| 9/9 [00:00<00:00, 98.31it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35: 100%|██████████| 9/9 [00:00<00:00, 98.08it/s, v_num=Maps, val_loss=3.370, train_loss=0.496]
    Epoch 35: 100%|██████████| 9/9 [00:00<00:00, 87.91it/s, v_num=Maps, val_loss=3.140, train_loss=0.496]
    Epoch 35: 100%|██████████| 9/9 [00:00<00:00, 87.38it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 35:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]        
    Epoch 36:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36:  11%|█         | 1/9 [00:00<00:00, 89.12it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36:  11%|█         | 1/9 [00:00<00:00, 87.46it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36:  22%|██▏       | 2/9 [00:00<00:00, 90.26it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36:  22%|██▏       | 2/9 [00:00<00:00, 89.41it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36:  33%|███▎      | 3/9 [00:00<00:00, 92.45it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36:  33%|███▎      | 3/9 [00:00<00:00, 91.86it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36:  44%|████▍     | 4/9 [00:00<00:00, 93.20it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36:  44%|████▍     | 4/9 [00:00<00:00, 92.75it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36:  56%|█████▌    | 5/9 [00:00<00:00, 93.52it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36:  56%|█████▌    | 5/9 [00:00<00:00, 93.14it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36:  67%|██████▋   | 6/9 [00:00<00:00, 94.63it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36:  67%|██████▋   | 6/9 [00:00<00:00, 94.32it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36:  78%|███████▊  | 7/9 [00:00<00:00, 95.11it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36:  78%|███████▊  | 7/9 [00:00<00:00, 94.84it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36:  89%|████████▉ | 8/9 [00:00<00:00, 95.10it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36:  89%|████████▉ | 8/9 [00:00<00:00, 94.86it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36: 100%|██████████| 9/9 [00:00<00:00, 96.52it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36: 100%|██████████| 9/9 [00:00<00:00, 96.32it/s, v_num=Maps, val_loss=3.140, train_loss=0.396]
    Epoch 36: 100%|██████████| 9/9 [00:00<00:00, 86.42it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 36: 100%|██████████| 9/9 [00:00<00:00, 85.91it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 36:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]        
    Epoch 37:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37:  11%|█         | 1/9 [00:00<00:00, 88.00it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37:  11%|█         | 1/9 [00:00<00:00, 86.13it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37:  22%|██▏       | 2/9 [00:00<00:00, 91.55it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37:  22%|██▏       | 2/9 [00:00<00:00, 90.65it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37:  33%|███▎      | 3/9 [00:00<00:00, 92.00it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37:  33%|███▎      | 3/9 [00:00<00:00, 91.31it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37:  44%|████▍     | 4/9 [00:00<00:00, 93.19it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37:  44%|████▍     | 4/9 [00:00<00:00, 92.69it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37:  56%|█████▌    | 5/9 [00:00<00:00, 92.85it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37:  56%|█████▌    | 5/9 [00:00<00:00, 92.47it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37:  67%|██████▋   | 6/9 [00:00<00:00, 93.42it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37:  67%|██████▋   | 6/9 [00:00<00:00, 93.10it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37:  78%|███████▊  | 7/9 [00:00<00:00, 94.32it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37:  78%|███████▊  | 7/9 [00:00<00:00, 94.05it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37:  89%|████████▉ | 8/9 [00:00<00:00, 95.08it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37:  89%|████████▉ | 8/9 [00:00<00:00, 94.85it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37: 100%|██████████| 9/9 [00:00<00:00, 96.21it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37: 100%|██████████| 9/9 [00:00<00:00, 95.98it/s, v_num=Maps, val_loss=3.310, train_loss=0.407]
    Epoch 37: 100%|██████████| 9/9 [00:00<00:00, 86.26it/s, v_num=Maps, val_loss=3.340, train_loss=0.407]
    Epoch 37: 100%|██████████| 9/9 [00:00<00:00, 85.74it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 37:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]        
    Epoch 38:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38:  11%|█         | 1/9 [00:00<00:00, 96.65it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38:  11%|█         | 1/9 [00:00<00:00, 94.72it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38:  22%|██▏       | 2/9 [00:00<00:00, 98.46it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38:  22%|██▏       | 2/9 [00:00<00:00, 97.47it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38:  33%|███▎      | 3/9 [00:00<00:00, 99.02it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38:  33%|███▎      | 3/9 [00:00<00:00, 98.35it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38:  44%|████▍     | 4/9 [00:00<00:00, 92.47it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38:  44%|████▍     | 4/9 [00:00<00:00, 91.84it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38:  56%|█████▌    | 5/9 [00:00<00:00, 92.59it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38:  56%|█████▌    | 5/9 [00:00<00:00, 92.23it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38:  67%|██████▋   | 6/9 [00:00<00:00, 94.21it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38:  67%|██████▋   | 6/9 [00:00<00:00, 93.88it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38:  78%|███████▊  | 7/9 [00:00<00:00, 95.14it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38:  78%|███████▊  | 7/9 [00:00<00:00, 94.88it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38:  89%|████████▉ | 8/9 [00:00<00:00, 95.63it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38:  89%|████████▉ | 8/9 [00:00<00:00, 95.36it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38: 100%|██████████| 9/9 [00:00<00:00, 97.03it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38: 100%|██████████| 9/9 [00:00<00:00, 96.79it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38: 100%|██████████| 9/9 [00:00<00:00, 86.83it/s, v_num=Maps, val_loss=3.340, train_loss=0.402]
    Epoch 38: 100%|██████████| 9/9 [00:00<00:00, 86.29it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 38:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]        
    Epoch 39:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39:  11%|█         | 1/9 [00:00<00:00, 83.78it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39:  11%|█         | 1/9 [00:00<00:00, 81.94it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39:  22%|██▏       | 2/9 [00:00<00:00, 89.28it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39:  22%|██▏       | 2/9 [00:00<00:00, 88.42it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39:  33%|███▎      | 3/9 [00:00<00:00, 92.12it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39:  33%|███▎      | 3/9 [00:00<00:00, 91.53it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39:  44%|████▍     | 4/9 [00:00<00:00, 93.04it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39:  44%|████▍     | 4/9 [00:00<00:00, 92.55it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39:  56%|█████▌    | 5/9 [00:00<00:00, 94.01it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39:  56%|█████▌    | 5/9 [00:00<00:00, 93.64it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39:  67%|██████▋   | 6/9 [00:00<00:00, 94.51it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39:  67%|██████▋   | 6/9 [00:00<00:00, 94.17it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39:  78%|███████▊  | 7/9 [00:00<00:00, 94.99it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39:  78%|███████▊  | 7/9 [00:00<00:00, 94.73it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39:  89%|████████▉ | 8/9 [00:00<00:00, 95.29it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39:  89%|████████▉ | 8/9 [00:00<00:00, 95.03it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39: 100%|██████████| 9/9 [00:00<00:00, 96.34it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39: 100%|██████████| 9/9 [00:00<00:00, 96.13it/s, v_num=Maps, val_loss=3.340, train_loss=0.306]
    Epoch 39: 100%|██████████| 9/9 [00:00<00:00, 86.26it/s, v_num=Maps, val_loss=3.210, train_loss=0.306]
    Epoch 39: 100%|██████████| 9/9 [00:00<00:00, 85.75it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 39:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]        
    Epoch 40:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40:  11%|█         | 1/9 [00:00<00:00, 88.65it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40:  11%|█         | 1/9 [00:00<00:00, 86.90it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40:  22%|██▏       | 2/9 [00:00<00:00, 91.74it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40:  22%|██▏       | 2/9 [00:00<00:00, 90.84it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40:  33%|███▎      | 3/9 [00:00<00:00, 93.37it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40:  33%|███▎      | 3/9 [00:00<00:00, 92.72it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40:  44%|████▍     | 4/9 [00:00<00:00, 94.41it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40:  44%|████▍     | 4/9 [00:00<00:00, 93.96it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40:  56%|█████▌    | 5/9 [00:00<00:00, 95.73it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40:  56%|█████▌    | 5/9 [00:00<00:00, 95.36it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40:  67%|██████▋   | 6/9 [00:00<00:00, 96.45it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40:  67%|██████▋   | 6/9 [00:00<00:00, 96.14it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40:  78%|███████▊  | 7/9 [00:00<00:00, 96.95it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40:  78%|███████▊  | 7/9 [00:00<00:00, 96.67it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40:  89%|████████▉ | 8/9 [00:00<00:00, 96.66it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40:  89%|████████▉ | 8/9 [00:00<00:00, 96.41it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40: 100%|██████████| 9/9 [00:00<00:00, 98.15it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40: 100%|██████████| 9/9 [00:00<00:00, 97.92it/s, v_num=Maps, val_loss=3.210, train_loss=0.457]
    Epoch 40: 100%|██████████| 9/9 [00:00<00:00, 87.92it/s, v_num=Maps, val_loss=3.200, train_loss=0.457]
    Epoch 40: 100%|██████████| 9/9 [00:00<00:00, 87.40it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 40:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]        
    Epoch 41:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41:  11%|█         | 1/9 [00:00<00:00, 96.84it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41:  11%|█         | 1/9 [00:00<00:00, 94.87it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41:  22%|██▏       | 2/9 [00:00<00:00, 98.88it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41:  22%|██▏       | 2/9 [00:00<00:00, 97.74it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41:  33%|███▎      | 3/9 [00:00<00:00, 99.88it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41:  33%|███▎      | 3/9 [00:00<00:00, 99.21it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41:  44%|████▍     | 4/9 [00:00<00:00, 100.14it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41:  44%|████▍     | 4/9 [00:00<00:00, 99.63it/s, v_num=Maps, val_loss=3.200, train_loss=0.397] 
    Epoch 41:  56%|█████▌    | 5/9 [00:00<00:00, 100.13it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41:  56%|█████▌    | 5/9 [00:00<00:00, 99.72it/s, v_num=Maps, val_loss=3.200, train_loss=0.397] 
    Epoch 41:  67%|██████▋   | 6/9 [00:00<00:00, 100.59it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41:  67%|██████▋   | 6/9 [00:00<00:00, 100.25it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41:  78%|███████▊  | 7/9 [00:00<00:00, 100.71it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41:  78%|███████▊  | 7/9 [00:00<00:00, 100.41it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41:  89%|████████▉ | 8/9 [00:00<00:00, 100.94it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41:  89%|████████▉ | 8/9 [00:00<00:00, 100.65it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41: 100%|██████████| 9/9 [00:00<00:00, 101.55it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41: 100%|██████████| 9/9 [00:00<00:00, 101.31it/s, v_num=Maps, val_loss=3.200, train_loss=0.397]
    Epoch 41: 100%|██████████| 9/9 [00:00<00:00, 90.74it/s, v_num=Maps, val_loss=3.220, train_loss=0.397] 
    Epoch 41: 100%|██████████| 9/9 [00:00<00:00, 90.17it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 41:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]        
    Epoch 42:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 42:  11%|█         | 1/9 [00:00<00:00, 97.91it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 42:  11%|█         | 1/9 [00:00<00:00, 95.78it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 42:  22%|██▏       | 2/9 [00:00<00:00, 99.45it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 42:  22%|██▏       | 2/9 [00:00<00:00, 98.43it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 42:  33%|███▎      | 3/9 [00:00<00:00, 100.23it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 42:  33%|███▎      | 3/9 [00:00<00:00, 99.51it/s, v_num=Maps, val_loss=3.220, train_loss=0.365] 
    Epoch 42:  44%|████▍     | 4/9 [00:00<00:00, 99.77it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 42:  44%|████▍     | 4/9 [00:00<00:00, 99.26it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 42:  56%|█████▌    | 5/9 [00:00<00:00, 100.12it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 42:  56%|█████▌    | 5/9 [00:00<00:00, 99.69it/s, v_num=Maps, val_loss=3.220, train_loss=0.365] 
    Epoch 42:  67%|██████▋   | 6/9 [00:00<00:00, 99.86it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 42:  67%|██████▋   | 6/9 [00:00<00:00, 99.52it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 42:  78%|███████▊  | 7/9 [00:00<00:00, 100.10it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 42:  78%|███████▊  | 7/9 [00:00<00:00, 99.80it/s, v_num=Maps, val_loss=3.220, train_loss=0.365] 
    Epoch 42:  89%|████████▉ | 8/9 [00:00<00:00, 99.91it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 42:  89%|████████▉ | 8/9 [00:00<00:00, 99.64it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 42: 100%|██████████| 9/9 [00:00<00:00, 101.00it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 42: 100%|██████████| 9/9 [00:00<00:00, 100.77it/s, v_num=Maps, val_loss=3.220, train_loss=0.365]
    Epoch 42: 100%|██████████| 9/9 [00:00<00:00, 90.31it/s, v_num=Maps, val_loss=3.050, train_loss=0.365] 
    Epoch 42: 100%|██████████| 9/9 [00:00<00:00, 89.75it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 42:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]        
    Epoch 43:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43:  11%|█         | 1/9 [00:00<00:00, 95.82it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43:  11%|█         | 1/9 [00:00<00:00, 93.92it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43:  22%|██▏       | 2/9 [00:00<00:00, 97.93it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43:  22%|██▏       | 2/9 [00:00<00:00, 96.95it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43:  33%|███▎      | 3/9 [00:00<00:00, 99.06it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43:  33%|███▎      | 3/9 [00:00<00:00, 98.39it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43:  44%|████▍     | 4/9 [00:00<00:00, 99.80it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43:  44%|████▍     | 4/9 [00:00<00:00, 99.29it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43:  56%|█████▌    | 5/9 [00:00<00:00, 99.62it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43:  56%|█████▌    | 5/9 [00:00<00:00, 99.22it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43:  67%|██████▋   | 6/9 [00:00<00:00, 100.26it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43:  67%|██████▋   | 6/9 [00:00<00:00, 99.92it/s, v_num=Maps, val_loss=3.050, train_loss=0.444] 
    Epoch 43:  78%|███████▊  | 7/9 [00:00<00:00, 100.64it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43:  78%|███████▊  | 7/9 [00:00<00:00, 100.30it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43:  89%|████████▉ | 8/9 [00:00<00:00, 100.70it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43:  89%|████████▉ | 8/9 [00:00<00:00, 100.45it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43: 100%|██████████| 9/9 [00:00<00:00, 101.34it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43: 100%|██████████| 9/9 [00:00<00:00, 101.11it/s, v_num=Maps, val_loss=3.050, train_loss=0.444]
    Epoch 43: 100%|██████████| 9/9 [00:00<00:00, 90.52it/s, v_num=Maps, val_loss=3.140, train_loss=0.444] 
    Epoch 43: 100%|██████████| 9/9 [00:00<00:00, 89.95it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 43:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]        
    Epoch 44:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44:  11%|█         | 1/9 [00:00<00:00, 96.18it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44:  11%|█         | 1/9 [00:00<00:00, 94.28it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44:  22%|██▏       | 2/9 [00:00<00:00, 98.60it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44:  22%|██▏       | 2/9 [00:00<00:00, 97.51it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44:  33%|███▎      | 3/9 [00:00<00:00, 99.45it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44:  33%|███▎      | 3/9 [00:00<00:00, 98.68it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44:  44%|████▍     | 4/9 [00:00<00:00, 99.31it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44:  44%|████▍     | 4/9 [00:00<00:00, 98.76it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44:  56%|█████▌    | 5/9 [00:00<00:00, 99.84it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44:  56%|█████▌    | 5/9 [00:00<00:00, 99.40it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44:  67%|██████▋   | 6/9 [00:00<00:00, 100.42it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44:  67%|██████▋   | 6/9 [00:00<00:00, 100.08it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44:  78%|███████▊  | 7/9 [00:00<00:00, 100.68it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44:  78%|███████▊  | 7/9 [00:00<00:00, 100.38it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44:  89%|████████▉ | 8/9 [00:00<00:00, 100.36it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44:  89%|████████▉ | 8/9 [00:00<00:00, 100.09it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44: 100%|██████████| 9/9 [00:00<00:00, 101.52it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44: 100%|██████████| 9/9 [00:00<00:00, 101.28it/s, v_num=Maps, val_loss=3.140, train_loss=0.429]
    Epoch 44: 100%|██████████| 9/9 [00:00<00:00, 90.67it/s, v_num=Maps, val_loss=3.380, train_loss=0.429] 
    Epoch 44: 100%|██████████| 9/9 [00:00<00:00, 90.10it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 44:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]        
    Epoch 45:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45:  11%|█         | 1/9 [00:00<00:00, 87.10it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45:  11%|█         | 1/9 [00:00<00:00, 85.49it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45:  22%|██▏       | 2/9 [00:00<00:00, 92.06it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45:  22%|██▏       | 2/9 [00:00<00:00, 91.19it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45:  33%|███▎      | 3/9 [00:00<00:00, 94.63it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45:  33%|███▎      | 3/9 [00:00<00:00, 94.02it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45:  44%|████▍     | 4/9 [00:00<00:00, 96.21it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45:  44%|████▍     | 4/9 [00:00<00:00, 95.74it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45:  56%|█████▌    | 5/9 [00:00<00:00, 96.82it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45:  56%|█████▌    | 5/9 [00:00<00:00, 96.44it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45:  67%|██████▋   | 6/9 [00:00<00:00, 97.61it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45:  67%|██████▋   | 6/9 [00:00<00:00, 97.29it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45:  78%|███████▊  | 7/9 [00:00<00:00, 98.45it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45:  78%|███████▊  | 7/9 [00:00<00:00, 98.16it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45:  89%|████████▉ | 8/9 [00:00<00:00, 98.93it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45:  89%|████████▉ | 8/9 [00:00<00:00, 98.66it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45: 100%|██████████| 9/9 [00:00<00:00, 99.88it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45: 100%|██████████| 9/9 [00:00<00:00, 99.65it/s, v_num=Maps, val_loss=3.380, train_loss=0.666]
    Epoch 45: 100%|██████████| 9/9 [00:00<00:00, 89.12it/s, v_num=Maps, val_loss=3.280, train_loss=0.666]
    Epoch 45: 100%|██████████| 9/9 [00:00<00:00, 88.55it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 45:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]        
    Epoch 46:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46:  11%|█         | 1/9 [00:00<00:00, 89.66it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46:  11%|█         | 1/9 [00:00<00:00, 87.71it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46:  22%|██▏       | 2/9 [00:00<00:00, 93.49it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46:  22%|██▏       | 2/9 [00:00<00:00, 92.58it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46:  33%|███▎      | 3/9 [00:00<00:00, 96.27it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46:  33%|███▎      | 3/9 [00:00<00:00, 95.57it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46:  44%|████▍     | 4/9 [00:00<00:00, 96.85it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46:  44%|████▍     | 4/9 [00:00<00:00, 96.37it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46:  56%|█████▌    | 5/9 [00:00<00:00, 97.93it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46:  56%|█████▌    | 5/9 [00:00<00:00, 97.54it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46:  67%|██████▋   | 6/9 [00:00<00:00, 98.49it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46:  67%|██████▋   | 6/9 [00:00<00:00, 98.15it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46:  78%|███████▊  | 7/9 [00:00<00:00, 98.87it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46:  78%|███████▊  | 7/9 [00:00<00:00, 98.58it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46:  89%|████████▉ | 8/9 [00:00<00:00, 98.64it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46:  89%|████████▉ | 8/9 [00:00<00:00, 98.35it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46: 100%|██████████| 9/9 [00:00<00:00, 99.89it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46: 100%|██████████| 9/9 [00:00<00:00, 99.64it/s, v_num=Maps, val_loss=3.280, train_loss=0.644]
    Epoch 46: 100%|██████████| 9/9 [00:00<00:00, 89.36it/s, v_num=Maps, val_loss=3.520, train_loss=0.644]
    Epoch 46: 100%|██████████| 9/9 [00:00<00:00, 88.80it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 46:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]        
    Epoch 47:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47:  11%|█         | 1/9 [00:00<00:00, 97.35it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47:  11%|█         | 1/9 [00:00<00:00, 95.20it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47:  22%|██▏       | 2/9 [00:00<00:00, 98.44it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47:  22%|██▏       | 2/9 [00:00<00:00, 97.31it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47:  33%|███▎      | 3/9 [00:00<00:00, 99.95it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47:  33%|███▎      | 3/9 [00:00<00:00, 99.28it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47:  44%|████▍     | 4/9 [00:00<00:00, 100.82it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47:  44%|████▍     | 4/9 [00:00<00:00, 100.31it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47:  56%|█████▌    | 5/9 [00:00<00:00, 100.65it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47:  56%|█████▌    | 5/9 [00:00<00:00, 100.24it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47:  67%|██████▋   | 6/9 [00:00<00:00, 101.18it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47:  67%|██████▋   | 6/9 [00:00<00:00, 100.80it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47:  78%|███████▊  | 7/9 [00:00<00:00, 101.39it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47:  78%|███████▊  | 7/9 [00:00<00:00, 101.09it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47:  89%|████████▉ | 8/9 [00:00<00:00, 101.59it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47:  89%|████████▉ | 8/9 [00:00<00:00, 101.33it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47: 100%|██████████| 9/9 [00:00<00:00, 102.19it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47: 100%|██████████| 9/9 [00:00<00:00, 101.94it/s, v_num=Maps, val_loss=3.520, train_loss=0.463]
    Epoch 47: 100%|██████████| 9/9 [00:00<00:00, 91.18it/s, v_num=Maps, val_loss=3.310, train_loss=0.463] 
    Epoch 47: 100%|██████████| 9/9 [00:00<00:00, 90.62it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 47:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]        
    Epoch 48:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48:  11%|█         | 1/9 [00:00<00:00, 97.18it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48:  11%|█         | 1/9 [00:00<00:00, 95.25it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48:  22%|██▏       | 2/9 [00:00<00:00, 98.71it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48:  22%|██▏       | 2/9 [00:00<00:00, 97.71it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48:  33%|███▎      | 3/9 [00:00<00:00, 99.57it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48:  33%|███▎      | 3/9 [00:00<00:00, 98.90it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48:  44%|████▍     | 4/9 [00:00<00:00, 99.24it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48:  44%|████▍     | 4/9 [00:00<00:00, 98.67it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48:  56%|█████▌    | 5/9 [00:00<00:00, 99.21it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48:  56%|█████▌    | 5/9 [00:00<00:00, 98.81it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48:  67%|██████▋   | 6/9 [00:00<00:00, 99.43it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48:  67%|██████▋   | 6/9 [00:00<00:00, 99.09it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48:  78%|███████▊  | 7/9 [00:00<00:00, 99.68it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48:  78%|███████▊  | 7/9 [00:00<00:00, 99.39it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48:  89%|████████▉ | 8/9 [00:00<00:00, 99.57it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48:  89%|████████▉ | 8/9 [00:00<00:00, 99.31it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48: 100%|██████████| 9/9 [00:00<00:00, 100.71it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48: 100%|██████████| 9/9 [00:00<00:00, 100.48it/s, v_num=Maps, val_loss=3.310, train_loss=0.396]
    Epoch 48: 100%|██████████| 9/9 [00:00<00:00, 90.02it/s, v_num=Maps, val_loss=3.270, train_loss=0.396] 
    Epoch 48: 100%|██████████| 9/9 [00:00<00:00, 89.48it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 48:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]        
    Epoch 49:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49:  11%|█         | 1/9 [00:00<00:00, 92.48it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49:  11%|█         | 1/9 [00:00<00:00, 90.20it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49:  22%|██▏       | 2/9 [00:00<00:00, 94.76it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49:  22%|██▏       | 2/9 [00:00<00:00, 93.79it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49:  33%|███▎      | 3/9 [00:00<00:00, 96.28it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49:  33%|███▎      | 3/9 [00:00<00:00, 95.64it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49:  44%|████▍     | 4/9 [00:00<00:00, 97.56it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49:  44%|████▍     | 4/9 [00:00<00:00, 97.03it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49:  56%|█████▌    | 5/9 [00:00<00:00, 97.70it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49:  56%|█████▌    | 5/9 [00:00<00:00, 97.31it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49:  67%|██████▋   | 6/9 [00:00<00:00, 98.41it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49:  67%|██████▋   | 6/9 [00:00<00:00, 98.05it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49:  78%|███████▊  | 7/9 [00:00<00:00, 98.94it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49:  78%|███████▊  | 7/9 [00:00<00:00, 98.64it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49:  89%|████████▉ | 8/9 [00:00<00:00, 99.38it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49:  89%|████████▉ | 8/9 [00:00<00:00, 99.13it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49: 100%|██████████| 9/9 [00:00<00:00, 100.26it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49: 100%|██████████| 9/9 [00:00<00:00, 100.03it/s, v_num=Maps, val_loss=3.270, train_loss=0.425]
    Epoch 49: 100%|██████████| 9/9 [00:00<00:00, 89.57it/s, v_num=Maps, val_loss=3.200, train_loss=0.425] 
    Epoch 49: 100%|██████████| 9/9 [00:00<00:00, 89.01it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 49:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]        
    Epoch 50:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 50:  11%|█         | 1/9 [00:00<00:00, 94.91it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 50:  11%|█         | 1/9 [00:00<00:00, 93.04it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 50:  22%|██▏       | 2/9 [00:00<00:00, 97.58it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 50:  22%|██▏       | 2/9 [00:00<00:00, 96.61it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 50:  33%|███▎      | 3/9 [00:00<00:00, 98.79it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 50:  33%|███▎      | 3/9 [00:00<00:00, 98.14it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 50:  44%|████▍     | 4/9 [00:00<00:00, 99.05it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 50:  44%|████▍     | 4/9 [00:00<00:00, 98.55it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 50:  56%|█████▌    | 5/9 [00:00<00:00, 99.72it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 50:  56%|█████▌    | 5/9 [00:00<00:00, 99.27it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 50:  67%|██████▋   | 6/9 [00:00<00:00, 100.05it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 50:  67%|██████▋   | 6/9 [00:00<00:00, 99.71it/s, v_num=Maps, val_loss=3.200, train_loss=0.433] 
    Epoch 50:  78%|███████▊  | 7/9 [00:00<00:00, 100.25it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 50:  78%|███████▊  | 7/9 [00:00<00:00, 99.96it/s, v_num=Maps, val_loss=3.200, train_loss=0.433] 
    Epoch 50:  89%|████████▉ | 8/9 [00:00<00:00, 100.26it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 50:  89%|████████▉ | 8/9 [00:00<00:00, 99.99it/s, v_num=Maps, val_loss=3.200, train_loss=0.433] 
    Epoch 50: 100%|██████████| 9/9 [00:00<00:00, 101.31it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 50: 100%|██████████| 9/9 [00:00<00:00, 101.08it/s, v_num=Maps, val_loss=3.200, train_loss=0.433]
    Epoch 50: 100%|██████████| 9/9 [00:00<00:00, 90.57it/s, v_num=Maps, val_loss=3.150, train_loss=0.433] 
    Epoch 50: 100%|██████████| 9/9 [00:00<00:00, 90.02it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 50:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]        
    Epoch 51:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51:  11%|█         | 1/9 [00:00<00:00, 96.18it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51:  11%|█         | 1/9 [00:00<00:00, 94.25it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51:  22%|██▏       | 2/9 [00:00<00:00, 97.91it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51:  22%|██▏       | 2/9 [00:00<00:00, 96.84it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51:  33%|███▎      | 3/9 [00:00<00:00, 99.08it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51:  33%|███▎      | 3/9 [00:00<00:00, 98.42it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51:  44%|████▍     | 4/9 [00:00<00:00, 99.82it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51:  44%|████▍     | 4/9 [00:00<00:00, 99.31it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51:  56%|█████▌    | 5/9 [00:00<00:00, 99.67it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51:  56%|█████▌    | 5/9 [00:00<00:00, 99.27it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51:  67%|██████▋   | 6/9 [00:00<00:00, 99.51it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51:  67%|██████▋   | 6/9 [00:00<00:00, 99.18it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51:  78%|███████▊  | 7/9 [00:00<00:00, 99.73it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51:  78%|███████▊  | 7/9 [00:00<00:00, 99.44it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51:  89%|████████▉ | 8/9 [00:00<00:00, 100.09it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51:  89%|████████▉ | 8/9 [00:00<00:00, 99.83it/s, v_num=Maps, val_loss=3.150, train_loss=0.330] 
    Epoch 51: 100%|██████████| 9/9 [00:00<00:00, 100.82it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51: 100%|██████████| 9/9 [00:00<00:00, 100.57it/s, v_num=Maps, val_loss=3.150, train_loss=0.330]
    Epoch 51: 100%|██████████| 9/9 [00:00<00:00, 90.13it/s, v_num=Maps, val_loss=3.240, train_loss=0.330] 
    Epoch 51: 100%|██████████| 9/9 [00:00<00:00, 89.59it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 51:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]        
    Epoch 52:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52:  11%|█         | 1/9 [00:00<00:00, 97.58it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52:  11%|█         | 1/9 [00:00<00:00, 95.63it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52:  22%|██▏       | 2/9 [00:00<00:00, 98.99it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52:  22%|██▏       | 2/9 [00:00<00:00, 97.99it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52:  33%|███▎      | 3/9 [00:00<00:00, 99.16it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52:  33%|███▎      | 3/9 [00:00<00:00, 98.49it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52:  44%|████▍     | 4/9 [00:00<00:00, 98.57it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52:  44%|████▍     | 4/9 [00:00<00:00, 98.07it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52:  56%|█████▌    | 5/9 [00:00<00:00, 98.91it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52:  56%|█████▌    | 5/9 [00:00<00:00, 98.51it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52:  67%|██████▋   | 6/9 [00:00<00:00, 99.42it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52:  67%|██████▋   | 6/9 [00:00<00:00, 99.08it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52:  78%|███████▊  | 7/9 [00:00<00:00, 99.98it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52:  78%|███████▊  | 7/9 [00:00<00:00, 99.66it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52:  89%|████████▉ | 8/9 [00:00<00:00, 99.59it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52:  89%|████████▉ | 8/9 [00:00<00:00, 99.33it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52: 100%|██████████| 9/9 [00:00<00:00, 100.46it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52: 100%|██████████| 9/9 [00:00<00:00, 100.23it/s, v_num=Maps, val_loss=3.240, train_loss=0.353]
    Epoch 52: 100%|██████████| 9/9 [00:00<00:00, 89.20it/s, v_num=Maps, val_loss=3.190, train_loss=0.353] 
    Epoch 52: 100%|██████████| 9/9 [00:00<00:00, 88.62it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 52:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]        
    Epoch 53:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53:  11%|█         | 1/9 [00:00<00:00, 93.81it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53:  11%|█         | 1/9 [00:00<00:00, 92.00it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53:  22%|██▏       | 2/9 [00:00<00:00, 96.78it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53:  22%|██▏       | 2/9 [00:00<00:00, 95.81it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53:  33%|███▎      | 3/9 [00:00<00:00, 98.10it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53:  33%|███▎      | 3/9 [00:00<00:00, 97.15it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53:  44%|████▍     | 4/9 [00:00<00:00, 98.50it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53:  44%|████▍     | 4/9 [00:00<00:00, 98.00it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53:  56%|█████▌    | 5/9 [00:00<00:00, 98.14it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53:  56%|█████▌    | 5/9 [00:00<00:00, 97.72it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53:  67%|██████▋   | 6/9 [00:00<00:00, 98.66it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53:  67%|██████▋   | 6/9 [00:00<00:00, 98.33it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53:  78%|███████▊  | 7/9 [00:00<00:00, 99.33it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53:  78%|███████▊  | 7/9 [00:00<00:00, 99.04it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53:  89%|████████▉ | 8/9 [00:00<00:00, 99.23it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53:  89%|████████▉ | 8/9 [00:00<00:00, 98.98it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53: 100%|██████████| 9/9 [00:00<00:00, 100.04it/s, v_num=Maps, val_loss=3.190, train_loss=0.399]
    Epoch 53: 100%|██████████| 9/9 [00:00<00:00, 99.80it/s, v_num=Maps, val_loss=3.190, train_loss=0.399] 
    Epoch 53: 100%|██████████| 9/9 [00:00<00:00, 89.29it/s, v_num=Maps, val_loss=3.160, train_loss=0.399]
    Epoch 53: 100%|██████████| 9/9 [00:00<00:00, 88.72it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 53:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]        
    Epoch 54:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54:  11%|█         | 1/9 [00:00<00:00, 92.10it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54:  11%|█         | 1/9 [00:00<00:00, 90.13it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54:  22%|██▏       | 2/9 [00:00<00:00, 94.99it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54:  22%|██▏       | 2/9 [00:00<00:00, 93.96it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54:  33%|███▎      | 3/9 [00:00<00:00, 96.82it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54:  33%|███▎      | 3/9 [00:00<00:00, 96.11it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54:  44%|████▍     | 4/9 [00:00<00:00, 97.14it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54:  44%|████▍     | 4/9 [00:00<00:00, 96.66it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54:  56%|█████▌    | 5/9 [00:00<00:00, 98.16it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54:  56%|█████▌    | 5/9 [00:00<00:00, 97.73it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54:  67%|██████▋   | 6/9 [00:00<00:00, 98.68it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54:  67%|██████▋   | 6/9 [00:00<00:00, 98.35it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54:  78%|███████▊  | 7/9 [00:00<00:00, 99.13it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54:  78%|███████▊  | 7/9 [00:00<00:00, 98.84it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54:  89%|████████▉ | 8/9 [00:00<00:00, 98.96it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54:  89%|████████▉ | 8/9 [00:00<00:00, 98.70it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54: 100%|██████████| 9/9 [00:00<00:00, 100.16it/s, v_num=Maps, val_loss=3.160, train_loss=0.378]
    Epoch 54: 100%|██████████| 9/9 [00:00<00:00, 99.90it/s, v_num=Maps, val_loss=3.160, train_loss=0.378] 
    Epoch 54: 100%|██████████| 9/9 [00:00<00:00, 89.64it/s, v_num=Maps, val_loss=3.280, train_loss=0.378]
    Epoch 54: 100%|██████████| 9/9 [00:00<00:00, 89.09it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 54:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]        
    Epoch 55:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55:  11%|█         | 1/9 [00:00<00:00, 92.91it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55:  11%|█         | 1/9 [00:00<00:00, 91.10it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55:  22%|██▏       | 2/9 [00:00<00:00, 96.06it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55:  22%|██▏       | 2/9 [00:00<00:00, 95.11it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55:  33%|███▎      | 3/9 [00:00<00:00, 97.75it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55:  33%|███▎      | 3/9 [00:00<00:00, 97.10it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55:  44%|████▍     | 4/9 [00:00<00:00, 98.93it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55:  44%|████▍     | 4/9 [00:00<00:00, 98.43it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55:  56%|█████▌    | 5/9 [00:00<00:00, 98.91it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55:  56%|█████▌    | 5/9 [00:00<00:00, 98.51it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55:  67%|██████▋   | 6/9 [00:00<00:00, 99.60it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55:  67%|██████▋   | 6/9 [00:00<00:00, 99.23it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55:  78%|███████▊  | 7/9 [00:00<00:00, 99.22it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55:  78%|███████▊  | 7/9 [00:00<00:00, 98.93it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55:  89%|████████▉ | 8/9 [00:00<00:00, 99.18it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55:  89%|████████▉ | 8/9 [00:00<00:00, 98.93it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55: 100%|██████████| 9/9 [00:00<00:00, 99.67it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55: 100%|██████████| 9/9 [00:00<00:00, 99.41it/s, v_num=Maps, val_loss=3.280, train_loss=0.397]
    Epoch 55: 100%|██████████| 9/9 [00:00<00:00, 89.17it/s, v_num=Maps, val_loss=3.210, train_loss=0.397]
    Epoch 55: 100%|██████████| 9/9 [00:00<00:00, 88.60it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 55:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]        
    Epoch 56:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56:  11%|█         | 1/9 [00:00<00:00, 93.67it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56:  11%|█         | 1/9 [00:00<00:00, 91.73it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56:  22%|██▏       | 2/9 [00:00<00:00, 94.88it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56:  22%|██▏       | 2/9 [00:00<00:00, 93.95it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56:  33%|███▎      | 3/9 [00:00<00:00, 96.43it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56:  33%|███▎      | 3/9 [00:00<00:00, 95.78it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56:  44%|████▍     | 4/9 [00:00<00:00, 96.48it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56:  44%|████▍     | 4/9 [00:00<00:00, 95.95it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56:  56%|█████▌    | 5/9 [00:00<00:00, 97.19it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56:  56%|█████▌    | 5/9 [00:00<00:00, 96.72it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56:  67%|██████▋   | 6/9 [00:00<00:00, 97.24it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56:  67%|██████▋   | 6/9 [00:00<00:00, 96.91it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56:  78%|███████▊  | 7/9 [00:00<00:00, 97.42it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56:  78%|███████▊  | 7/9 [00:00<00:00, 97.13it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56:  89%|████████▉ | 8/9 [00:00<00:00, 97.21it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56:  89%|████████▉ | 8/9 [00:00<00:00, 96.96it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56: 100%|██████████| 9/9 [00:00<00:00, 98.31it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56: 100%|██████████| 9/9 [00:00<00:00, 98.07it/s, v_num=Maps, val_loss=3.210, train_loss=0.465]
    Epoch 56: 100%|██████████| 9/9 [00:00<00:00, 87.85it/s, v_num=Maps, val_loss=3.170, train_loss=0.465]
    Epoch 56: 100%|██████████| 9/9 [00:00<00:00, 87.30it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 56:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]        
    Epoch 57:   0%|          | 0/9 [00:00<?, ?it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57:  11%|█         | 1/9 [00:00<00:00, 94.07it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57:  11%|█         | 1/9 [00:00<00:00, 92.17it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57:  22%|██▏       | 2/9 [00:00<00:00, 96.90it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57:  22%|██▏       | 2/9 [00:00<00:00, 95.92it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57:  33%|███▎      | 3/9 [00:00<00:00, 97.02it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57:  33%|███▎      | 3/9 [00:00<00:00, 96.37it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57:  44%|████▍     | 4/9 [00:00<00:00, 97.37it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57:  44%|████▍     | 4/9 [00:00<00:00, 96.88it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57:  56%|█████▌    | 5/9 [00:00<00:00, 97.20it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57:  56%|█████▌    | 5/9 [00:00<00:00, 96.77it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57:  67%|██████▋   | 6/9 [00:00<00:00, 97.79it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57:  67%|██████▋   | 6/9 [00:00<00:00, 97.43it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57:  78%|███████▊  | 7/9 [00:00<00:00, 98.20it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57:  78%|███████▊  | 7/9 [00:00<00:00, 97.93it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57:  89%|████████▉ | 8/9 [00:00<00:00, 98.67it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57:  89%|████████▉ | 8/9 [00:00<00:00, 98.42it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57: 100%|██████████| 9/9 [00:00<00:00, 99.53it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57: 100%|██████████| 9/9 [00:00<00:00, 99.27it/s, v_num=Maps, val_loss=3.170, train_loss=0.581]
    Epoch 57: 100%|██████████| 9/9 [00:00<00:00, 89.08it/s, v_num=Maps, val_loss=3.190, train_loss=0.581]
    Epoch 57: 100%|██████████| 9/9 [00:00<00:00, 88.50it/s, v_num=Maps, val_loss=3.190, train_loss=0.462]
    Epoch 57: 100%|██████████| 9/9 [00:00<00:00, 74.22it/s, v_num=Maps, val_loss=3.190, train_loss=0.462]
    ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
         Validate metric           DataLoader 0
    ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
             MAE_val            1.1853728294372559
             R2_val             0.5987802743911743
            val_loss            3.1867644786834717
    ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────




.. GENERATED FROM PYTHON SOURCE LINES 95-98

Evaluating with validation data
-----------------------------------------------
We'll start by evaluating the model with the validation data.

.. GENERATED FROM PYTHON SOURCE LINES 98-102

.. code-block:: Python


    reals_preds_validation = RealsVsPreds.from_final_val_data(trained_model)
    plt.show()




.. image-sg:: /auto_examples/training_and_testing/images/sphx_glr_plot_using_external_data_002.png
   :alt: Evaluation: Validation Data, Concatenating tabular feature maps - Validation R2: 0.599
   :srcset: /auto_examples/training_and_testing/images/sphx_glr_plot_using_external_data_002.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 103-106

Evaluating with external data
----------------------------------------------
Now we'll evaluate the model with the external data.

.. GENERATED FROM PYTHON SOURCE LINES 106-112

.. code-block:: Python


    reals_preds_external = RealsVsPreds.from_new_data(trained_model,
                                                      output_paths=output_paths,
                                                      test_data_paths=external_data_paths)
    plt.show()




.. image-sg:: /auto_examples/training_and_testing/images/sphx_glr_plot_using_external_data_003.png
   :alt: Evaluation: External Test Data, Concatenating tabular feature maps - Validation r2: 0.548
   :srcset: /auto_examples/training_and_testing/images/sphx_glr_plot_using_external_data_003.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 113-114

Removing checkpoint files

.. GENERATED FROM PYTHON SOURCE LINES 114-118

.. code-block:: Python


    for dir in os.listdir(output_paths["checkpoints"]):
        # remove files
        os.remove(os.path.join(output_paths["checkpoints"], dir))








.. rst-class:: sphx-glr-timing

   **Total running time of the script:** (0 minutes 7.646 seconds)


.. _sphx_glr_download_auto_examples_training_and_testing_plot_using_external_data.py:

.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-example

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download Jupyter notebook: plot_using_external_data.ipynb <plot_using_external_data.ipynb>`

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download Python source code: plot_using_external_data.py <plot_using_external_data.py>`

    .. container:: sphx-glr-download sphx-glr-download-zip

      :download:`Download zipped: plot_using_external_data.zip <plot_using_external_data.zip>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_