Note

Go to the end to download the full example code

Robust Principal Component Analysis with PyTorch Lightning#

This script demonstrates how to perform Robust Principal Component Analysis (RPCA) using PyTorch Lightning. RPCA decomposes a matrix into two components:

  1. A low-rank matrix that captures the global structure.

  2. A sparse matrix that identifies the sparse errors.

The goal of RPCA is to find the best low-rank and sparse matrices that, when combined, closely approximate the original matrix.

In this example:

  • A custom RobustPCA class is defined using PyTorch Lightning, which learns the low-rank and sparse matrices.

  • A RandomMatrixDataset class is designed to generate synthetic matrices composed of a true low-rank matrix and a true sparse matrix.

  • The model is trained to approximate these matrices.

  • The true and learned matrices are visualized for comparison.

By the end of this script, you will have a clear idea of how to implement and visualize RPCA using PyTorch Lightning.

Dependencies: - pytorch_lightning - torch - matplotlib - proxtorch

True Low Rank Component, True Sparse Component, Original Matrix (M), Learned Low Rank Component, Learned Sparse Component, Reconstructed Matrix
/home/docs/checkouts/readthedocs.org/user_builds/proxtorch/envs/stable/lib/python3.11/site-packages/pytorch_lightning/loops/fit_loop.py:281: PossibleUserWarning: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.
  rank_zero_warn(

Training: 0it [00:00, ?it/s]
Training:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s]
Epoch 0: 100%|██████████| 1/1 [00:00<00:00, 348.83it/s]
Epoch 0: 100%|██████████| 1/1 [00:00<00:00, 322.79it/s, v_num=3]
Epoch 0: 100%|██████████| 1/1 [00:00<00:00, 148.51it/s, v_num=3]
Epoch 0:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 1: 100%|██████████| 1/1 [00:00<00:00, 516.86it/s, v_num=3]
Epoch 1: 100%|██████████| 1/1 [00:00<00:00, 463.92it/s, v_num=3]
Epoch 1: 100%|██████████| 1/1 [00:00<00:00, 246.69it/s, v_num=3]
Epoch 1:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 2: 100%|██████████| 1/1 [00:00<00:00, 491.89it/s, v_num=3]
Epoch 2: 100%|██████████| 1/1 [00:00<00:00, 444.50it/s, v_num=3]
Epoch 2: 100%|██████████| 1/1 [00:00<00:00, 238.86it/s, v_num=3]
Epoch 2:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 3: 100%|██████████| 1/1 [00:00<00:00, 554.07it/s, v_num=3]
Epoch 3: 100%|██████████| 1/1 [00:00<00:00, 483.49it/s, v_num=3]
Epoch 3: 100%|██████████| 1/1 [00:00<00:00, 253.55it/s, v_num=3]
Epoch 3:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 4: 100%|██████████| 1/1 [00:00<00:00, 548.42it/s, v_num=3]
Epoch 4: 100%|██████████| 1/1 [00:00<00:00, 490.73it/s, v_num=3]
Epoch 4: 100%|██████████| 1/1 [00:00<00:00, 258.13it/s, v_num=3]
Epoch 4:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 5: 100%|██████████| 1/1 [00:00<00:00, 571.66it/s, v_num=3]
Epoch 5: 100%|██████████| 1/1 [00:00<00:00, 509.70it/s, v_num=3]
Epoch 5: 100%|██████████| 1/1 [00:00<00:00, 259.76it/s, v_num=3]
Epoch 5:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 6: 100%|██████████| 1/1 [00:00<00:00, 554.58it/s, v_num=3]
Epoch 6: 100%|██████████| 1/1 [00:00<00:00, 495.25it/s, v_num=3]
Epoch 6: 100%|██████████| 1/1 [00:00<00:00, 259.21it/s, v_num=3]
Epoch 6:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 7: 100%|██████████| 1/1 [00:00<00:00, 574.48it/s, v_num=3]
Epoch 7: 100%|██████████| 1/1 [00:00<00:00, 511.75it/s, v_num=3]
Epoch 7: 100%|██████████| 1/1 [00:00<00:00, 260.99it/s, v_num=3]
Epoch 7:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 8: 100%|██████████| 1/1 [00:00<00:00, 553.41it/s, v_num=3]
Epoch 8: 100%|██████████| 1/1 [00:00<00:00, 494.84it/s, v_num=3]
Epoch 8: 100%|██████████| 1/1 [00:00<00:00, 257.64it/s, v_num=3]
Epoch 8:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 9: 100%|██████████| 1/1 [00:00<00:00, 554.07it/s, v_num=3]
Epoch 9: 100%|██████████| 1/1 [00:00<00:00, 495.31it/s, v_num=3]
Epoch 9: 100%|██████████| 1/1 [00:00<00:00, 259.77it/s, v_num=3]
Epoch 9:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 10: 100%|██████████| 1/1 [00:00<00:00, 573.62it/s, v_num=3]
Epoch 10: 100%|██████████| 1/1 [00:00<00:00, 510.69it/s, v_num=3]
Epoch 10: 100%|██████████| 1/1 [00:00<00:00, 260.27it/s, v_num=3]
Epoch 10:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 11: 100%|██████████| 1/1 [00:00<00:00, 580.21it/s, v_num=3]
Epoch 11: 100%|██████████| 1/1 [00:00<00:00, 504.12it/s, v_num=3]
Epoch 11: 100%|██████████| 1/1 [00:00<00:00, 262.50it/s, v_num=3]
Epoch 11:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 12: 100%|██████████| 1/1 [00:00<00:00, 558.50it/s, v_num=3]
Epoch 12: 100%|██████████| 1/1 [00:00<00:00, 499.50it/s, v_num=3]
Epoch 12: 100%|██████████| 1/1 [00:00<00:00, 259.07it/s, v_num=3]
Epoch 12:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 13: 100%|██████████| 1/1 [00:00<00:00, 576.62it/s, v_num=3]
Epoch 13: 100%|██████████| 1/1 [00:00<00:00, 513.13it/s, v_num=3]
Epoch 13: 100%|██████████| 1/1 [00:00<00:00, 260.76it/s, v_num=3]
Epoch 13:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 14: 100%|██████████| 1/1 [00:00<00:00, 552.90it/s, v_num=3]
Epoch 14: 100%|██████████| 1/1 [00:00<00:00, 493.85it/s, v_num=3]
Epoch 14: 100%|██████████| 1/1 [00:00<00:00, 259.24it/s, v_num=3]
Epoch 14:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 15: 100%|██████████| 1/1 [00:00<00:00, 563.75it/s, v_num=3]
Epoch 15: 100%|██████████| 1/1 [00:00<00:00, 503.10it/s, v_num=3]
Epoch 15: 100%|██████████| 1/1 [00:00<00:00, 262.03it/s, v_num=3]
Epoch 15:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 16: 100%|██████████| 1/1 [00:00<00:00, 580.45it/s, v_num=3]
Epoch 16: 100%|██████████| 1/1 [00:00<00:00, 515.65it/s, v_num=3]
Epoch 16: 100%|██████████| 1/1 [00:00<00:00, 262.52it/s, v_num=3]
Epoch 16:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 17: 100%|██████████| 1/1 [00:00<00:00, 565.19it/s, v_num=3]
Epoch 17: 100%|██████████| 1/1 [00:00<00:00, 504.43it/s, v_num=3]
Epoch 17: 100%|██████████| 1/1 [00:00<00:00, 263.06it/s, v_num=3]
Epoch 17:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 18: 100%|██████████| 1/1 [00:00<00:00, 579.72it/s, v_num=3]
Epoch 18: 100%|██████████| 1/1 [00:00<00:00, 515.90it/s, v_num=3]
Epoch 18: 100%|██████████| 1/1 [00:00<00:00, 263.48it/s, v_num=3]
Epoch 18:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 19: 100%|██████████| 1/1 [00:00<00:00, 583.35it/s, v_num=3]
Epoch 19: 100%|██████████| 1/1 [00:00<00:00, 518.97it/s, v_num=3]
Epoch 19: 100%|██████████| 1/1 [00:00<00:00, 264.16it/s, v_num=3]
Epoch 19:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 20: 100%|██████████| 1/1 [00:00<00:00, 561.34it/s, v_num=3]
Epoch 20: 100%|██████████| 1/1 [00:00<00:00, 500.93it/s, v_num=3]
Epoch 20: 100%|██████████| 1/1 [00:00<00:00, 262.14it/s, v_num=3]
Epoch 20:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 21: 100%|██████████| 1/1 [00:00<00:00, 582.38it/s, v_num=3]
Epoch 21: 100%|██████████| 1/1 [00:00<00:00, 518.07it/s, v_num=3]
Epoch 21: 100%|██████████| 1/1 [00:00<00:00, 263.25it/s, v_num=3]
Epoch 21:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 22: 100%|██████████| 1/1 [00:00<00:00, 582.22it/s, v_num=3]
Epoch 22: 100%|██████████| 1/1 [00:00<00:00, 517.69it/s, v_num=3]
Epoch 22: 100%|██████████| 1/1 [00:00<00:00, 263.03it/s, v_num=3]
Epoch 22:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 23: 100%|██████████| 1/1 [00:00<00:00, 570.19it/s, v_num=3]
Epoch 23: 100%|██████████| 1/1 [00:00<00:00, 508.34it/s, v_num=3]
Epoch 23: 100%|██████████| 1/1 [00:00<00:00, 264.39it/s, v_num=3]
Epoch 23:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 24: 100%|██████████| 1/1 [00:00<00:00, 582.79it/s, v_num=3]
Epoch 24: 100%|██████████| 1/1 [00:00<00:00, 518.33it/s, v_num=3]
Epoch 24: 100%|██████████| 1/1 [00:00<00:00, 263.88it/s, v_num=3]
Epoch 24:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 25: 100%|██████████| 1/1 [00:00<00:00, 585.80it/s, v_num=3]
Epoch 25: 100%|██████████| 1/1 [00:00<00:00, 516.86it/s, v_num=3]
Epoch 25: 100%|██████████| 1/1 [00:00<00:00, 264.24it/s, v_num=3]
Epoch 25:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 26: 100%|██████████| 1/1 [00:00<00:00, 572.13it/s, v_num=3]
Epoch 26: 100%|██████████| 1/1 [00:00<00:00, 510.38it/s, v_num=3]
Epoch 26: 100%|██████████| 1/1 [00:00<00:00, 264.56it/s, v_num=3]
Epoch 26:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 27: 100%|██████████| 1/1 [00:00<00:00, 565.65it/s, v_num=3]
Epoch 27: 100%|██████████| 1/1 [00:00<00:00, 504.18it/s, v_num=3]
Epoch 27: 100%|██████████| 1/1 [00:00<00:00, 260.52it/s, v_num=3]
Epoch 27:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 28: 100%|██████████| 1/1 [00:00<00:00, 575.27it/s, v_num=3]
Epoch 28: 100%|██████████| 1/1 [00:00<00:00, 502.73it/s, v_num=3]
Epoch 28: 100%|██████████| 1/1 [00:00<00:00, 262.31it/s, v_num=3]
Epoch 28:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 29: 100%|██████████| 1/1 [00:00<00:00, 568.33it/s, v_num=3]
Epoch 29: 100%|██████████| 1/1 [00:00<00:00, 506.31it/s, v_num=3]
Epoch 29: 100%|██████████| 1/1 [00:00<00:00, 263.46it/s, v_num=3]
Epoch 29:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 30: 100%|██████████| 1/1 [00:00<00:00, 578.84it/s, v_num=3]
Epoch 30: 100%|██████████| 1/1 [00:00<00:00, 514.39it/s, v_num=3]
Epoch 30: 100%|██████████| 1/1 [00:00<00:00, 261.34it/s, v_num=3]
Epoch 30:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 31: 100%|██████████| 1/1 [00:00<00:00, 557.98it/s, v_num=3]
Epoch 31: 100%|██████████| 1/1 [00:00<00:00, 498.14it/s, v_num=3]
Epoch 31: 100%|██████████| 1/1 [00:00<00:00, 260.19it/s, v_num=3]
Epoch 31:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 32: 100%|██████████| 1/1 [00:00<00:00, 569.65it/s, v_num=3]
Epoch 32: 100%|██████████| 1/1 [00:00<00:00, 507.60it/s, v_num=3]
Epoch 32: 100%|██████████| 1/1 [00:00<00:00, 262.47it/s, v_num=3]
Epoch 32:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 33: 100%|██████████| 1/1 [00:00<00:00, 570.58it/s, v_num=3]
Epoch 33: 100%|██████████| 1/1 [00:00<00:00, 508.40it/s, v_num=3]
Epoch 33: 100%|██████████| 1/1 [00:00<00:00, 259.85it/s, v_num=3]
Epoch 33:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 34: 100%|██████████| 1/1 [00:00<00:00, 553.70it/s, v_num=3]
Epoch 34: 100%|██████████| 1/1 [00:00<00:00, 495.02it/s, v_num=3]
Epoch 34: 100%|██████████| 1/1 [00:00<00:00, 258.33it/s, v_num=3]
Epoch 34:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 35: 100%|██████████| 1/1 [00:00<00:00, 550.36it/s, v_num=3]
Epoch 35: 100%|██████████| 1/1 [00:00<00:00, 491.94it/s, v_num=3]
Epoch 35: 100%|██████████| 1/1 [00:00<00:00, 252.27it/s, v_num=3]
Epoch 35:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 36: 100%|██████████| 1/1 [00:00<00:00, 540.16it/s, v_num=3]
Epoch 36: 100%|██████████| 1/1 [00:00<00:00, 483.77it/s, v_num=3]
Epoch 36: 100%|██████████| 1/1 [00:00<00:00, 255.00it/s, v_num=3]
Epoch 36:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 37: 100%|██████████| 1/1 [00:00<00:00, 520.71it/s, v_num=3]
Epoch 37: 100%|██████████| 1/1 [00:00<00:00, 468.43it/s, v_num=3]
Epoch 37: 100%|██████████| 1/1 [00:00<00:00, 250.33it/s, v_num=3]
Epoch 37:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 38: 100%|██████████| 1/1 [00:00<00:00, 558.12it/s, v_num=3]
Epoch 38: 100%|██████████| 1/1 [00:00<00:00, 498.14it/s, v_num=3]
Epoch 38: 100%|██████████| 1/1 [00:00<00:00, 255.08it/s, v_num=3]
Epoch 38:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 39: 100%|██████████| 1/1 [00:00<00:00, 541.69it/s, v_num=3]
Epoch 39: 100%|██████████| 1/1 [00:00<00:00, 485.00it/s, v_num=3]
Epoch 39: 100%|██████████| 1/1 [00:00<00:00, 253.29it/s, v_num=3]
Epoch 39:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 40: 100%|██████████| 1/1 [00:00<00:00, 566.26it/s, v_num=3]
Epoch 40: 100%|██████████| 1/1 [00:00<00:00, 504.79it/s, v_num=3]
Epoch 40: 100%|██████████| 1/1 [00:00<00:00, 258.27it/s, v_num=3]
Epoch 40:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 41: 100%|██████████| 1/1 [00:00<00:00, 554.44it/s, v_num=3]
Epoch 41: 100%|██████████| 1/1 [00:00<00:00, 494.44it/s, v_num=3]
Epoch 41: 100%|██████████| 1/1 [00:00<00:00, 257.48it/s, v_num=3]
Epoch 41:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 42: 100%|██████████| 1/1 [00:00<00:00, 552.32it/s, v_num=3]
Epoch 42: 100%|██████████| 1/1 [00:00<00:00, 493.85it/s, v_num=3]
Epoch 42: 100%|██████████| 1/1 [00:00<00:00, 258.60it/s, v_num=3]
Epoch 42:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 43: 100%|██████████| 1/1 [00:00<00:00, 565.96it/s, v_num=3]
Epoch 43: 100%|██████████| 1/1 [00:00<00:00, 504.85it/s, v_num=3]
Epoch 43: 100%|██████████| 1/1 [00:00<00:00, 257.76it/s, v_num=3]
Epoch 43:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 44: 100%|██████████| 1/1 [00:00<00:00, 545.85it/s, v_num=3]
Epoch 44: 100%|██████████| 1/1 [00:00<00:00, 488.51it/s, v_num=3]
Epoch 44: 100%|██████████| 1/1 [00:00<00:00, 256.33it/s, v_num=3]
Epoch 44:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 45: 100%|██████████| 1/1 [00:00<00:00, 567.33it/s, v_num=3]
Epoch 45: 100%|██████████| 1/1 [00:00<00:00, 505.70it/s, v_num=3]
Epoch 45: 100%|██████████| 1/1 [00:00<00:00, 258.05it/s, v_num=3]
Epoch 45:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 46: 100%|██████████| 1/1 [00:00<00:00, 570.34it/s, v_num=3]
Epoch 46: 100%|██████████| 1/1 [00:00<00:00, 508.22it/s, v_num=3]
Epoch 46: 100%|██████████| 1/1 [00:00<00:00, 258.96it/s, v_num=3]
Epoch 46:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 47: 100%|██████████| 1/1 [00:00<00:00, 550.43it/s, v_num=3]
Epoch 47: 100%|██████████| 1/1 [00:00<00:00, 492.40it/s, v_num=3]
Epoch 47: 100%|██████████| 1/1 [00:00<00:00, 258.00it/s, v_num=3]
Epoch 47:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 48: 100%|██████████| 1/1 [00:00<00:00, 569.03it/s, v_num=3]
Epoch 48: 100%|██████████| 1/1 [00:00<00:00, 507.36it/s, v_num=3]
Epoch 48: 100%|██████████| 1/1 [00:00<00:00, 258.25it/s, v_num=3]
Epoch 48:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 49: 100%|██████████| 1/1 [00:00<00:00, 553.56it/s, v_num=3]
Epoch 49: 100%|██████████| 1/1 [00:00<00:00, 494.44it/s, v_num=3]
Epoch 49: 100%|██████████| 1/1 [00:00<00:00, 224.68it/s, v_num=3]
Epoch 49:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 50: 100%|██████████| 1/1 [00:00<00:00, 551.08it/s, v_num=3]
Epoch 50: 100%|██████████| 1/1 [00:00<00:00, 491.89it/s, v_num=3]
Epoch 50: 100%|██████████| 1/1 [00:00<00:00, 252.15it/s, v_num=3]
Epoch 50:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 51: 100%|██████████| 1/1 [00:00<00:00, 536.91it/s, v_num=3]
Epoch 51: 100%|██████████| 1/1 [00:00<00:00, 480.17it/s, v_num=3]
Epoch 51: 100%|██████████| 1/1 [00:00<00:00, 252.26it/s, v_num=3]
Epoch 51:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 52: 100%|██████████| 1/1 [00:00<00:00, 485.00it/s, v_num=3]
Epoch 52: 100%|██████████| 1/1 [00:00<00:00, 443.56it/s, v_num=3]
Epoch 52: 100%|██████████| 1/1 [00:00<00:00, 239.66it/s, v_num=3]
Epoch 52:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 53: 100%|██████████| 1/1 [00:00<00:00, 551.52it/s, v_num=3]
Epoch 53: 100%|██████████| 1/1 [00:00<00:00, 484.33it/s, v_num=3]
Epoch 53: 100%|██████████| 1/1 [00:00<00:00, 252.84it/s, v_num=3]
Epoch 53:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 54: 100%|██████████| 1/1 [00:00<00:00, 548.35it/s, v_num=3]
Epoch 54: 100%|██████████| 1/1 [00:00<00:00, 490.10it/s, v_num=3]
Epoch 54: 100%|██████████| 1/1 [00:00<00:00, 255.75it/s, v_num=3]
Epoch 54:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 55: 100%|██████████| 1/1 [00:00<00:00, 507.85it/s, v_num=3]
Epoch 55: 100%|██████████| 1/1 [00:00<00:00, 457.14it/s, v_num=3]
Epoch 55: 100%|██████████| 1/1 [00:00<00:00, 240.96it/s, v_num=3]
Epoch 55:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 56: 100%|██████████| 1/1 [00:00<00:00, 543.02it/s, v_num=3]
Epoch 56: 100%|██████████| 1/1 [00:00<00:00, 486.01it/s, v_num=3]
Epoch 56: 100%|██████████| 1/1 [00:00<00:00, 236.81it/s, v_num=3]
Epoch 56:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 57: 100%|██████████| 1/1 [00:00<00:00, 553.78it/s, v_num=3]
Epoch 57: 100%|██████████| 1/1 [00:00<00:00, 494.20it/s, v_num=3]
Epoch 57: 100%|██████████| 1/1 [00:00<00:00, 250.90it/s, v_num=3]
Epoch 57:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 58: 100%|██████████| 1/1 [00:00<00:00, 520.06it/s, v_num=3]
Epoch 58: 100%|██████████| 1/1 [00:00<00:00, 467.33it/s, v_num=3]
Epoch 58: 100%|██████████| 1/1 [00:00<00:00, 249.10it/s, v_num=3]
Epoch 58:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 59: 100%|██████████| 1/1 [00:00<00:00, 566.34it/s, v_num=3]
Epoch 59: 100%|██████████| 1/1 [00:00<00:00, 505.58it/s, v_num=3]
Epoch 59: 100%|██████████| 1/1 [00:00<00:00, 242.71it/s, v_num=3]
Epoch 59:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 60: 100%|██████████| 1/1 [00:00<00:00, 546.77it/s, v_num=3]
Epoch 60: 100%|██████████| 1/1 [00:00<00:00, 489.02it/s, v_num=3]
Epoch 60: 100%|██████████| 1/1 [00:00<00:00, 255.11it/s, v_num=3]
Epoch 60:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 61: 100%|██████████| 1/1 [00:00<00:00, 554.00it/s, v_num=3]
Epoch 61: 100%|██████████| 1/1 [00:00<00:00, 494.67it/s, v_num=3]
Epoch 61: 100%|██████████| 1/1 [00:00<00:00, 253.77it/s, v_num=3]
Epoch 61:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 62: 100%|██████████| 1/1 [00:00<00:00, 495.72it/s, v_num=3]
Epoch 62: 100%|██████████| 1/1 [00:00<00:00, 438.83it/s, v_num=3]
Epoch 62: 100%|██████████| 1/1 [00:00<00:00, 238.34it/s, v_num=3]
Epoch 62:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 63: 100%|██████████| 1/1 [00:00<00:00, 546.20it/s, v_num=3]
Epoch 63: 100%|██████████| 1/1 [00:00<00:00, 488.62it/s, v_num=3]
Epoch 63: 100%|██████████| 1/1 [00:00<00:00, 240.20it/s, v_num=3]
Epoch 63:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 64:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 64: 100%|██████████| 1/1 [00:00<00:00, 562.92it/s, v_num=3]
Epoch 64: 100%|██████████| 1/1 [00:00<00:00, 502.31it/s, v_num=3]
Epoch 64: 100%|██████████| 1/1 [00:00<00:00, 254.80it/s, v_num=3]
Epoch 64:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 65:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 65: 100%|██████████| 1/1 [00:00<00:00, 550.36it/s, v_num=3]
Epoch 65: 100%|██████████| 1/1 [00:00<00:00, 492.12it/s, v_num=3]
Epoch 65: 100%|██████████| 1/1 [00:00<00:00, 255.56it/s, v_num=3]
Epoch 65:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 66:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 66: 100%|██████████| 1/1 [00:00<00:00, 546.13it/s, v_num=3]
Epoch 66: 100%|██████████| 1/1 [00:00<00:00, 488.79it/s, v_num=3]
Epoch 66: 100%|██████████| 1/1 [00:00<00:00, 252.38it/s, v_num=3]
Epoch 66:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 67:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 67: 100%|██████████| 1/1 [00:00<00:00, 532.47it/s, v_num=3]
Epoch 67: 100%|██████████| 1/1 [00:00<00:00, 476.84it/s, v_num=3]
Epoch 67: 100%|██████████| 1/1 [00:00<00:00, 249.88it/s, v_num=3]
Epoch 67:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 68:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 68: 100%|██████████| 1/1 [00:00<00:00, 557.16it/s, v_num=3]
Epoch 68: 100%|██████████| 1/1 [00:00<00:00, 497.54it/s, v_num=3]
Epoch 68: 100%|██████████| 1/1 [00:00<00:00, 254.14it/s, v_num=3]
Epoch 68:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 69:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 69: 100%|██████████| 1/1 [00:00<00:00, 560.21it/s, v_num=3]
Epoch 69: 100%|██████████| 1/1 [00:00<00:00, 499.50it/s, v_num=3]
Epoch 69: 100%|██████████| 1/1 [00:00<00:00, 254.90it/s, v_num=3]
Epoch 69:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 70:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 70: 100%|██████████| 1/1 [00:00<00:00, 540.50it/s, v_num=3]
Epoch 70: 100%|██████████| 1/1 [00:00<00:00, 484.00it/s, v_num=3]
Epoch 70: 100%|██████████| 1/1 [00:00<00:00, 252.79it/s, v_num=3]
Epoch 70:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 71:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 71: 100%|██████████| 1/1 [00:00<00:00, 560.29it/s, v_num=3]
Epoch 71: 100%|██████████| 1/1 [00:00<00:00, 500.16it/s, v_num=3]
Epoch 71: 100%|██████████| 1/1 [00:00<00:00, 253.95it/s, v_num=3]
Epoch 71:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 72:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 72: 100%|██████████| 1/1 [00:00<00:00, 541.34it/s, v_num=3]
Epoch 72: 100%|██████████| 1/1 [00:00<00:00, 484.50it/s, v_num=3]
Epoch 72: 100%|██████████| 1/1 [00:00<00:00, 253.03it/s, v_num=3]
Epoch 72:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 73:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 73: 100%|██████████| 1/1 [00:00<00:00, 556.86it/s, v_num=3]
Epoch 73: 100%|██████████| 1/1 [00:00<00:00, 497.13it/s, v_num=3]
Epoch 73: 100%|██████████| 1/1 [00:00<00:00, 237.54it/s, v_num=3]
Epoch 73:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 74:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 74: 100%|██████████| 1/1 [00:00<00:00, 551.81it/s, v_num=3]
Epoch 74: 100%|██████████| 1/1 [00:00<00:00, 483.05it/s, v_num=3]
Epoch 74: 100%|██████████| 1/1 [00:00<00:00, 251.10it/s, v_num=3]
Epoch 74:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 75:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 75: 100%|██████████| 1/1 [00:00<00:00, 537.39it/s, v_num=3]
Epoch 75: 100%|██████████| 1/1 [00:00<00:00, 481.44it/s, v_num=3]
Epoch 75: 100%|██████████| 1/1 [00:00<00:00, 252.93it/s, v_num=3]
Epoch 75:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 76:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 76: 100%|██████████| 1/1 [00:00<00:00, 565.65it/s, v_num=3]
Epoch 76: 100%|██████████| 1/1 [00:00<00:00, 504.67it/s, v_num=3]
Epoch 76: 100%|██████████| 1/1 [00:00<00:00, 256.96it/s, v_num=3]
Epoch 76:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 77:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 77: 100%|██████████| 1/1 [00:00<00:00, 559.32it/s, v_num=3]
Epoch 77: 100%|██████████| 1/1 [00:00<00:00, 499.02it/s, v_num=3]
Epoch 77: 100%|██████████| 1/1 [00:00<00:00, 257.67it/s, v_num=3]
Epoch 77:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 78:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 78: 100%|██████████| 1/1 [00:00<00:00, 565.57it/s, v_num=3]
Epoch 78: 100%|██████████| 1/1 [00:00<00:00, 503.94it/s, v_num=3]
Epoch 78: 100%|██████████| 1/1 [00:00<00:00, 255.70it/s, v_num=3]
Epoch 78:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 79:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 79: 100%|██████████| 1/1 [00:00<00:00, 567.33it/s, v_num=3]
Epoch 79: 100%|██████████| 1/1 [00:00<00:00, 495.14it/s, v_num=3]
Epoch 79: 100%|██████████| 1/1 [00:00<00:00, 256.94it/s, v_num=3]
Epoch 79:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 80:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 80: 100%|██████████| 1/1 [00:00<00:00, 554.00it/s, v_num=3]
Epoch 80: 100%|██████████| 1/1 [00:00<00:00, 494.55it/s, v_num=3]
Epoch 80: 100%|██████████| 1/1 [00:00<00:00, 257.90it/s, v_num=3]
Epoch 80:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 81:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 81: 100%|██████████| 1/1 [00:00<00:00, 570.65it/s, v_num=3]
Epoch 81: 100%|██████████| 1/1 [00:00<00:00, 508.22it/s, v_num=3]
Epoch 81: 100%|██████████| 1/1 [00:00<00:00, 256.77it/s, v_num=3]
Epoch 81:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 82:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 82: 100%|██████████| 1/1 [00:00<00:00, 552.10it/s, v_num=3]
Epoch 82: 100%|██████████| 1/1 [00:00<00:00, 493.51it/s, v_num=3]
Epoch 82: 100%|██████████| 1/1 [00:00<00:00, 256.30it/s, v_num=3]
Epoch 82:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 83:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 83: 100%|██████████| 1/1 [00:00<00:00, 565.50it/s, v_num=3]
Epoch 83: 100%|██████████| 1/1 [00:00<00:00, 503.28it/s, v_num=3]
Epoch 83: 100%|██████████| 1/1 [00:00<00:00, 255.73it/s, v_num=3]
Epoch 83:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 84:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 84: 100%|██████████| 1/1 [00:00<00:00, 553.41it/s, v_num=3]
Epoch 84: 100%|██████████| 1/1 [00:00<00:00, 494.32it/s, v_num=3]
Epoch 84: 100%|██████████| 1/1 [00:00<00:00, 253.16it/s, v_num=3]
Epoch 84:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 85:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 85: 100%|██████████| 1/1 [00:00<00:00, 537.87it/s, v_num=3]
Epoch 85: 100%|██████████| 1/1 [00:00<00:00, 481.44it/s, v_num=3]
Epoch 85: 100%|██████████| 1/1 [00:00<00:00, 249.01it/s, v_num=3]
Epoch 85:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 86:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 86: 100%|██████████| 1/1 [00:00<00:00, 558.35it/s, v_num=3]
Epoch 86: 100%|██████████| 1/1 [00:00<00:00, 497.90it/s, v_num=3]
Epoch 86: 100%|██████████| 1/1 [00:00<00:00, 229.02it/s, v_num=3]
Epoch 86:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 87:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 87: 100%|██████████| 1/1 [00:00<00:00, 494.84it/s, v_num=3]
Epoch 87: 100%|██████████| 1/1 [00:00<00:00, 446.87it/s, v_num=3]
Epoch 87: 100%|██████████| 1/1 [00:00<00:00, 241.73it/s, v_num=3]
Epoch 87:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 88:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 88: 100%|██████████| 1/1 [00:00<00:00, 494.32it/s, v_num=3]
Epoch 88: 100%|██████████| 1/1 [00:00<00:00, 442.44it/s, v_num=3]
Epoch 88: 100%|██████████| 1/1 [00:00<00:00, 236.70it/s, v_num=3]
Epoch 88:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 89:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 89: 100%|██████████| 1/1 [00:00<00:00, 525.21it/s, v_num=3]
Epoch 89: 100%|██████████| 1/1 [00:00<00:00, 470.79it/s, v_num=3]
Epoch 89: 100%|██████████| 1/1 [00:00<00:00, 243.30it/s, v_num=3]
Epoch 89:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 90:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 90: 100%|██████████| 1/1 [00:00<00:00, 546.28it/s, v_num=3]
Epoch 90: 100%|██████████| 1/1 [00:00<00:00, 488.11it/s, v_num=3]
Epoch 90: 100%|██████████| 1/1 [00:00<00:00, 249.36it/s, v_num=3]
Epoch 90:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 91:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 91: 100%|██████████| 1/1 [00:00<00:00, 505.76it/s, v_num=3]
Epoch 91: 100%|██████████| 1/1 [00:00<00:00, 455.36it/s, v_num=3]
Epoch 91: 100%|██████████| 1/1 [00:00<00:00, 243.12it/s, v_num=3]
Epoch 91:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 92:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 92: 100%|██████████| 1/1 [00:00<00:00, 533.63it/s, v_num=3]
Epoch 92: 100%|██████████| 1/1 [00:00<00:00, 478.26it/s, v_num=3]
Epoch 92: 100%|██████████| 1/1 [00:00<00:00, 234.73it/s, v_num=3]
Epoch 92:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 93:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 93: 100%|██████████| 1/1 [00:00<00:00, 527.59it/s, v_num=3]
Epoch 93: 100%|██████████| 1/1 [00:00<00:00, 473.67it/s, v_num=3]
Epoch 93: 100%|██████████| 1/1 [00:00<00:00, 247.88it/s, v_num=3]
Epoch 93:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 94:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 94: 100%|██████████| 1/1 [00:00<00:00, 517.18it/s, v_num=3]
Epoch 94: 100%|██████████| 1/1 [00:00<00:00, 464.59it/s, v_num=3]
Epoch 94: 100%|██████████| 1/1 [00:00<00:00, 242.92it/s, v_num=3]
Epoch 94:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 95:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 95: 100%|██████████| 1/1 [00:00<00:00, 527.98it/s, v_num=3]
Epoch 95: 100%|██████████| 1/1 [00:00<00:00, 473.34it/s, v_num=3]
Epoch 95: 100%|██████████| 1/1 [00:00<00:00, 248.07it/s, v_num=3]
Epoch 95:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 96:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 96: 100%|██████████| 1/1 [00:00<00:00, 470.27it/s, v_num=3]
Epoch 96: 100%|██████████| 1/1 [00:00<00:00, 426.73it/s, v_num=3]
Epoch 96: 100%|██████████| 1/1 [00:00<00:00, 233.15it/s, v_num=3]
Epoch 96:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 97:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 97: 100%|██████████| 1/1 [00:00<00:00, 532.68it/s, v_num=3]
Epoch 97: 100%|██████████| 1/1 [00:00<00:00, 477.60it/s, v_num=3]
Epoch 97: 100%|██████████| 1/1 [00:00<00:00, 250.30it/s, v_num=3]
Epoch 97:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 98:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 98: 100%|██████████| 1/1 [00:00<00:00, 554.29it/s, v_num=3]
Epoch 98: 100%|██████████| 1/1 [00:00<00:00, 494.84it/s, v_num=3]
Epoch 98: 100%|██████████| 1/1 [00:00<00:00, 252.36it/s, v_num=3]
Epoch 98:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 99:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 99: 100%|██████████| 1/1 [00:00<00:00, 562.24it/s, v_num=3]
Epoch 99: 100%|██████████| 1/1 [00:00<00:00, 501.47it/s, v_num=3]
Epoch 99: 100%|██████████| 1/1 [00:00<00:00, 190.19it/s, v_num=3]
Epoch 99:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 100:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 100: 100%|██████████| 1/1 [00:00<00:00, 547.34it/s, v_num=3]
Epoch 100: 100%|██████████| 1/1 [00:00<00:00, 489.70it/s, v_num=3]
Epoch 100: 100%|██████████| 1/1 [00:00<00:00, 251.16it/s, v_num=3]
Epoch 100:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 101:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 101: 100%|██████████| 1/1 [00:00<00:00, 537.94it/s, v_num=3]
Epoch 101: 100%|██████████| 1/1 [00:00<00:00, 481.99it/s, v_num=3]
Epoch 101: 100%|██████████| 1/1 [00:00<00:00, 252.02it/s, v_num=3]
Epoch 101:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 102:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 102: 100%|██████████| 1/1 [00:00<00:00, 557.16it/s, v_num=3]
Epoch 102: 100%|██████████| 1/1 [00:00<00:00, 497.31it/s, v_num=3]
Epoch 102: 100%|██████████| 1/1 [00:00<00:00, 254.48it/s, v_num=3]
Epoch 102:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 103:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 103: 100%|██████████| 1/1 [00:00<00:00, 561.19it/s, v_num=3]
Epoch 103: 100%|██████████| 1/1 [00:00<00:00, 500.45it/s, v_num=3]
Epoch 103: 100%|██████████| 1/1 [00:00<00:00, 254.08it/s, v_num=3]
Epoch 103:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 104:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 104: 100%|██████████| 1/1 [00:00<00:00, 482.05it/s, v_num=3]
Epoch 104: 100%|██████████| 1/1 [00:00<00:00, 436.18it/s, v_num=3]
Epoch 104: 100%|██████████| 1/1 [00:00<00:00, 239.78it/s, v_num=3]
Epoch 104:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 105:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 105: 100%|██████████| 1/1 [00:00<00:00, 565.04it/s, v_num=3]
Epoch 105: 100%|██████████| 1/1 [00:00<00:00, 503.46it/s, v_num=3]
Epoch 105: 100%|██████████| 1/1 [00:00<00:00, 254.69it/s, v_num=3]
Epoch 105:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 106:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 106: 100%|██████████| 1/1 [00:00<00:00, 544.08it/s, v_num=3]
Epoch 106: 100%|██████████| 1/1 [00:00<00:00, 486.97it/s, v_num=3]
Epoch 106: 100%|██████████| 1/1 [00:00<00:00, 240.40it/s, v_num=3]
Epoch 106:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 107:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 107: 100%|██████████| 1/1 [00:00<00:00, 570.89it/s, v_num=3]
Epoch 107: 100%|██████████| 1/1 [00:00<00:00, 508.22it/s, v_num=3]
Epoch 107: 100%|██████████| 1/1 [00:00<00:00, 257.45it/s, v_num=3]
Epoch 107:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 108:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 108: 100%|██████████| 1/1 [00:00<00:00, 574.25it/s, v_num=3]
Epoch 108: 100%|██████████| 1/1 [00:00<00:00, 499.26it/s, v_num=3]
Epoch 108: 100%|██████████| 1/1 [00:00<00:00, 258.02it/s, v_num=3]
Epoch 108:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 109:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 109: 100%|██████████| 1/1 [00:00<00:00, 563.75it/s, v_num=3]
Epoch 109: 100%|██████████| 1/1 [00:00<00:00, 502.37it/s, v_num=3]
Epoch 109: 100%|██████████| 1/1 [00:00<00:00, 259.18it/s, v_num=3]
Epoch 109:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 110:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 110: 100%|██████████| 1/1 [00:00<00:00, 573.15it/s, v_num=3]
Epoch 110: 100%|██████████| 1/1 [00:00<00:00, 509.70it/s, v_num=3]
Epoch 110: 100%|██████████| 1/1 [00:00<00:00, 257.90it/s, v_num=3]
Epoch 110:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 111:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 111: 100%|██████████| 1/1 [00:00<00:00, 549.42it/s, v_num=3]
Epoch 111: 100%|██████████| 1/1 [00:00<00:00, 490.85it/s, v_num=3]
Epoch 111: 100%|██████████| 1/1 [00:00<00:00, 240.33it/s, v_num=3]
Epoch 111:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 112:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 112: 100%|██████████| 1/1 [00:00<00:00, 504.43it/s, v_num=3]
Epoch 112: 100%|██████████| 1/1 [00:00<00:00, 454.37it/s, v_num=3]
Epoch 112: 100%|██████████| 1/1 [00:00<00:00, 242.82it/s, v_num=3]
Epoch 112:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 113:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 113: 100%|██████████| 1/1 [00:00<00:00, 504.97it/s, v_num=3]
Epoch 113: 100%|██████████| 1/1 [00:00<00:00, 455.21it/s, v_num=3]
Epoch 113: 100%|██████████| 1/1 [00:00<00:00, 246.10it/s, v_num=3]
Epoch 113:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 114:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 114: 100%|██████████| 1/1 [00:00<00:00, 557.38it/s, v_num=3]
Epoch 114: 100%|██████████| 1/1 [00:00<00:00, 497.54it/s, v_num=3]
Epoch 114: 100%|██████████| 1/1 [00:00<00:00, 242.87it/s, v_num=3]
Epoch 114:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 115:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 115: 100%|██████████| 1/1 [00:00<00:00, 562.69it/s, v_num=3]
Epoch 115: 100%|██████████| 1/1 [00:00<00:00, 501.47it/s, v_num=3]
Epoch 115: 100%|██████████| 1/1 [00:00<00:00, 253.98it/s, v_num=3]
Epoch 115:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 116:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 116: 100%|██████████| 1/1 [00:00<00:00, 539.18it/s, v_num=3]
Epoch 116: 100%|██████████| 1/1 [00:00<00:00, 482.71it/s, v_num=3]
Epoch 116: 100%|██████████| 1/1 [00:00<00:00, 251.52it/s, v_num=3]
Epoch 116:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 117:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 117: 100%|██████████| 1/1 [00:00<00:00, 498.79it/s, v_num=3]
Epoch 117: 100%|██████████| 1/1 [00:00<00:00, 449.69it/s, v_num=3]
Epoch 117: 100%|██████████| 1/1 [00:00<00:00, 240.50it/s, v_num=3]
Epoch 117:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 118:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 118: 100%|██████████| 1/1 [00:00<00:00, 538.28it/s, v_num=3]
Epoch 118: 100%|██████████| 1/1 [00:00<00:00, 482.10it/s, v_num=3]
Epoch 118: 100%|██████████| 1/1 [00:00<00:00, 250.09it/s, v_num=3]
Epoch 118:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 119:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 119: 100%|██████████| 1/1 [00:00<00:00, 565.50it/s, v_num=3]
Epoch 119: 100%|██████████| 1/1 [00:00<00:00, 504.00it/s, v_num=3]
Epoch 119: 100%|██████████| 1/1 [00:00<00:00, 252.90it/s, v_num=3]
Epoch 119:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 120:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 120: 100%|██████████| 1/1 [00:00<00:00, 487.48it/s, v_num=3]
Epoch 120: 100%|██████████| 1/1 [00:00<00:00, 440.67it/s, v_num=3]
Epoch 120: 100%|██████████| 1/1 [00:00<00:00, 239.26it/s, v_num=3]
Epoch 120:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 121:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 121: 100%|██████████| 1/1 [00:00<00:00, 556.27it/s, v_num=3]
Epoch 121: 100%|██████████| 1/1 [00:00<00:00, 495.78it/s, v_num=3]
Epoch 121: 100%|██████████| 1/1 [00:00<00:00, 238.34it/s, v_num=3]
Epoch 121:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 122:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 122: 100%|██████████| 1/1 [00:00<00:00, 548.92it/s, v_num=3]
Epoch 122: 100%|██████████| 1/1 [00:00<00:00, 481.55it/s, v_num=3]
Epoch 122: 100%|██████████| 1/1 [00:00<00:00, 251.35it/s, v_num=3]
Epoch 122:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 123:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 123: 100%|██████████| 1/1 [00:00<00:00, 551.45it/s, v_num=3]
Epoch 123: 100%|██████████| 1/1 [00:00<00:00, 492.58it/s, v_num=3]
Epoch 123: 100%|██████████| 1/1 [00:00<00:00, 247.86it/s, v_num=3]
Epoch 123:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 124:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 124: 100%|██████████| 1/1 [00:00<00:00, 493.27it/s, v_num=3]
Epoch 124: 100%|██████████| 1/1 [00:00<00:00, 436.41it/s, v_num=3]
Epoch 124: 100%|██████████| 1/1 [00:00<00:00, 237.48it/s, v_num=3]
Epoch 124:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 125:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 125: 100%|██████████| 1/1 [00:00<00:00, 540.78it/s, v_num=3]
Epoch 125: 100%|██████████| 1/1 [00:00<00:00, 484.50it/s, v_num=3]
Epoch 125: 100%|██████████| 1/1 [00:00<00:00, 240.10it/s, v_num=3]
Epoch 125:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 126:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 126: 100%|██████████| 1/1 [00:00<00:00, 548.92it/s, v_num=3]
Epoch 126: 100%|██████████| 1/1 [00:00<00:00, 490.56it/s, v_num=3]
Epoch 126: 100%|██████████| 1/1 [00:00<00:00, 250.03it/s, v_num=3]
Epoch 126:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 127:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 127: 100%|██████████| 1/1 [00:00<00:00, 530.52it/s, v_num=3]
Epoch 127: 100%|██████████| 1/1 [00:00<00:00, 475.49it/s, v_num=3]
Epoch 127: 100%|██████████| 1/1 [00:00<00:00, 249.17it/s, v_num=3]
Epoch 127:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 128:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 128: 100%|██████████| 1/1 [00:00<00:00, 499.20it/s, v_num=3]
Epoch 128: 100%|██████████| 1/1 [00:00<00:00, 441.37it/s, v_num=3]
Epoch 128: 100%|██████████| 1/1 [00:00<00:00, 237.85it/s, v_num=3]
Epoch 128:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 129:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 129: 100%|██████████| 1/1 [00:00<00:00, 539.88it/s, v_num=3]
Epoch 129: 100%|██████████| 1/1 [00:00<00:00, 483.27it/s, v_num=3]
Epoch 129: 100%|██████████| 1/1 [00:00<00:00, 239.44it/s, v_num=3]
Epoch 129:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 130:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 130: 100%|██████████| 1/1 [00:00<00:00, 536.97it/s, v_num=3]
Epoch 130: 100%|██████████| 1/1 [00:00<00:00, 480.34it/s, v_num=3]
Epoch 130: 100%|██████████| 1/1 [00:00<00:00, 245.97it/s, v_num=3]
Epoch 130:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 131:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 131: 100%|██████████| 1/1 [00:00<00:00, 517.94it/s, v_num=3]
Epoch 131: 100%|██████████| 1/1 [00:00<00:00, 465.10it/s, v_num=3]
Epoch 131: 100%|██████████| 1/1 [00:00<00:00, 245.40it/s, v_num=3]
Epoch 131:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 132:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 132: 100%|██████████| 1/1 [00:00<00:00, 537.11it/s, v_num=3]
Epoch 132: 100%|██████████| 1/1 [00:00<00:00, 460.41it/s, v_num=3]
Epoch 132: 100%|██████████| 1/1 [00:00<00:00, 236.07it/s, v_num=3]
Epoch 132:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 133:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 133: 100%|██████████| 1/1 [00:00<00:00, 534.03it/s, v_num=3]
Epoch 133: 100%|██████████| 1/1 [00:00<00:00, 477.98it/s, v_num=3]
Epoch 133: 100%|██████████| 1/1 [00:00<00:00, 249.28it/s, v_num=3]
Epoch 133:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 134:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 134: 100%|██████████| 1/1 [00:00<00:00, 538.56it/s, v_num=3]
Epoch 134: 100%|██████████| 1/1 [00:00<00:00, 481.88it/s, v_num=3]
Epoch 134: 100%|██████████| 1/1 [00:00<00:00, 247.33it/s, v_num=3]
Epoch 134:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 135:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 135: 100%|██████████| 1/1 [00:00<00:00, 532.54it/s, v_num=3]
Epoch 135: 100%|██████████| 1/1 [00:00<00:00, 477.11it/s, v_num=3]
Epoch 135: 100%|██████████| 1/1 [00:00<00:00, 250.51it/s, v_num=3]
Epoch 135:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 136:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 136: 100%|██████████| 1/1 [00:00<00:00, 556.20it/s, v_num=3]
Epoch 136: 100%|██████████| 1/1 [00:00<00:00, 496.60it/s, v_num=3]
Epoch 136: 100%|██████████| 1/1 [00:00<00:00, 253.19it/s, v_num=3]
Epoch 136:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 137:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 137: 100%|██████████| 1/1 [00:00<00:00, 561.71it/s, v_num=3]
Epoch 137: 100%|██████████| 1/1 [00:00<00:00, 500.99it/s, v_num=3]
Epoch 137: 100%|██████████| 1/1 [00:00<00:00, 254.31it/s, v_num=3]
Epoch 137:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 138:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 138: 100%|██████████| 1/1 [00:00<00:00, 540.85it/s, v_num=3]
Epoch 138: 100%|██████████| 1/1 [00:00<00:00, 484.22it/s, v_num=3]
Epoch 138: 100%|██████████| 1/1 [00:00<00:00, 253.19it/s, v_num=3]
Epoch 138:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 139:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 139: 100%|██████████| 1/1 [00:00<00:00, 547.63it/s, v_num=3]
Epoch 139: 100%|██████████| 1/1 [00:00<00:00, 489.13it/s, v_num=3]
Epoch 139: 100%|██████████| 1/1 [00:00<00:00, 247.32it/s, v_num=3]
Epoch 139:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 140:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 140: 100%|██████████| 1/1 [00:00<00:00, 525.27it/s, v_num=3]
Epoch 140: 100%|██████████| 1/1 [00:00<00:00, 471.48it/s, v_num=3]
Epoch 140: 100%|██████████| 1/1 [00:00<00:00, 248.65it/s, v_num=3]
Epoch 140:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 141:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 141: 100%|██████████| 1/1 [00:00<00:00, 553.56it/s, v_num=3]
Epoch 141: 100%|██████████| 1/1 [00:00<00:00, 494.15it/s, v_num=3]
Epoch 141: 100%|██████████| 1/1 [00:00<00:00, 251.71it/s, v_num=3]
Epoch 141:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 142:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 142: 100%|██████████| 1/1 [00:00<00:00, 548.71it/s, v_num=3]
Epoch 142: 100%|██████████| 1/1 [00:00<00:00, 479.02it/s, v_num=3]
Epoch 142: 100%|██████████| 1/1 [00:00<00:00, 251.79it/s, v_num=3]
Epoch 142:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 143:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 143: 100%|██████████| 1/1 [00:00<00:00, 547.56it/s, v_num=3]
Epoch 143: 100%|██████████| 1/1 [00:00<00:00, 489.07it/s, v_num=3]
Epoch 143: 100%|██████████| 1/1 [00:00<00:00, 253.02it/s, v_num=3]
Epoch 143:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 144:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 144: 100%|██████████| 1/1 [00:00<00:00, 564.36it/s, v_num=3]
Epoch 144: 100%|██████████| 1/1 [00:00<00:00, 502.79it/s, v_num=3]
Epoch 144: 100%|██████████| 1/1 [00:00<00:00, 255.44it/s, v_num=3]
Epoch 144:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 145:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 145: 100%|██████████| 1/1 [00:00<00:00, 552.03it/s, v_num=3]
Epoch 145: 100%|██████████| 1/1 [00:00<00:00, 492.98it/s, v_num=3]
Epoch 145: 100%|██████████| 1/1 [00:00<00:00, 254.77it/s, v_num=3]
Epoch 145:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 146:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 146: 100%|██████████| 1/1 [00:00<00:00, 570.73it/s, v_num=3]
Epoch 146: 100%|██████████| 1/1 [00:00<00:00, 508.22it/s, v_num=3]
Epoch 146: 100%|██████████| 1/1 [00:00<00:00, 259.50it/s, v_num=3]
Epoch 146:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 147:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 147: 100%|██████████| 1/1 [00:00<00:00, 567.64it/s, v_num=3]
Epoch 147: 100%|██████████| 1/1 [00:00<00:00, 495.96it/s, v_num=3]
Epoch 147: 100%|██████████| 1/1 [00:00<00:00, 256.64it/s, v_num=3]
Epoch 147:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 148:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 148: 100%|██████████| 1/1 [00:00<00:00, 560.89it/s, v_num=3]
Epoch 148: 100%|██████████| 1/1 [00:00<00:00, 500.27it/s, v_num=3]
Epoch 148: 100%|██████████| 1/1 [00:00<00:00, 259.74it/s, v_num=3]
Epoch 148:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 149:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 149: 100%|██████████| 1/1 [00:00<00:00, 572.60it/s, v_num=3]
Epoch 149: 100%|██████████| 1/1 [00:00<00:00, 509.08it/s, v_num=3]
Epoch 149: 100%|██████████| 1/1 [00:00<00:00, 224.82it/s, v_num=3]
Epoch 149:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 150:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 150: 100%|██████████| 1/1 [00:00<00:00, 553.56it/s, v_num=3]
Epoch 150: 100%|██████████| 1/1 [00:00<00:00, 494.32it/s, v_num=3]
Epoch 150: 100%|██████████| 1/1 [00:00<00:00, 257.34it/s, v_num=3]
Epoch 150:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 151:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 151: 100%|██████████| 1/1 [00:00<00:00, 574.80it/s, v_num=3]
Epoch 151: 100%|██████████| 1/1 [00:00<00:00, 510.88it/s, v_num=3]
Epoch 151: 100%|██████████| 1/1 [00:00<00:00, 256.94it/s, v_num=3]
Epoch 151:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 152:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 152: 100%|██████████| 1/1 [00:00<00:00, 538.70it/s, v_num=3]
Epoch 152: 100%|██████████| 1/1 [00:00<00:00, 482.27it/s, v_num=3]
Epoch 152: 100%|██████████| 1/1 [00:00<00:00, 253.94it/s, v_num=3]
Epoch 152:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 153:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 153: 100%|██████████| 1/1 [00:00<00:00, 559.17it/s, v_num=3]
Epoch 153: 100%|██████████| 1/1 [00:00<00:00, 499.08it/s, v_num=3]
Epoch 153: 100%|██████████| 1/1 [00:00<00:00, 259.32it/s, v_num=3]
Epoch 153:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 154:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 154: 100%|██████████| 1/1 [00:00<00:00, 577.01it/s, v_num=3]
Epoch 154: 100%|██████████| 1/1 [00:00<00:00, 513.13it/s, v_num=3]
Epoch 154: 100%|██████████| 1/1 [00:00<00:00, 260.06it/s, v_num=3]
Epoch 154:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 155:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 155: 100%|██████████| 1/1 [00:00<00:00, 561.41it/s, v_num=3]
Epoch 155: 100%|██████████| 1/1 [00:00<00:00, 500.51it/s, v_num=3]
Epoch 155: 100%|██████████| 1/1 [00:00<00:00, 260.19it/s, v_num=3]
Epoch 155:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 156:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 156: 100%|██████████| 1/1 [00:00<00:00, 577.57it/s, v_num=3]
Epoch 156: 100%|██████████| 1/1 [00:00<00:00, 513.25it/s, v_num=3]
Epoch 156: 100%|██████████| 1/1 [00:00<00:00, 260.66it/s, v_num=3]
Epoch 156:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 157:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 157: 100%|██████████| 1/1 [00:00<00:00, 577.97it/s, v_num=3]
Epoch 157: 100%|██████████| 1/1 [00:00<00:00, 514.20it/s, v_num=3]
Epoch 157: 100%|██████████| 1/1 [00:00<00:00, 258.96it/s, v_num=3]
Epoch 157:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 158:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 158: 100%|██████████| 1/1 [00:00<00:00, 564.05it/s, v_num=3]
Epoch 158: 100%|██████████| 1/1 [00:00<00:00, 502.91it/s, v_num=3]
Epoch 158: 100%|██████████| 1/1 [00:00<00:00, 260.02it/s, v_num=3]
Epoch 158:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 159:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 159: 100%|██████████| 1/1 [00:00<00:00, 572.37it/s, v_num=3]
Epoch 159: 100%|██████████| 1/1 [00:00<00:00, 509.45it/s, v_num=3]
Epoch 159: 100%|██████████| 1/1 [00:00<00:00, 259.28it/s, v_num=3]
Epoch 159:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 160:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 160: 100%|██████████| 1/1 [00:00<00:00, 559.69it/s, v_num=3]
Epoch 160: 100%|██████████| 1/1 [00:00<00:00, 498.37it/s, v_num=3]
Epoch 160: 100%|██████████| 1/1 [00:00<00:00, 258.84it/s, v_num=3]
Epoch 160:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 161:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 161: 100%|██████████| 1/1 [00:00<00:00, 561.34it/s, v_num=3]
Epoch 161: 100%|██████████| 1/1 [00:00<00:00, 500.75it/s, v_num=3]
Epoch 161: 100%|██████████| 1/1 [00:00<00:00, 259.97it/s, v_num=3]
Epoch 161:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 162:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 162: 100%|██████████| 1/1 [00:00<00:00, 555.39it/s, v_num=3]
Epoch 162: 100%|██████████| 1/1 [00:00<00:00, 495.96it/s, v_num=3]
Epoch 162: 100%|██████████| 1/1 [00:00<00:00, 255.70it/s, v_num=3]
Epoch 162:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 163:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 163: 100%|██████████| 1/1 [00:00<00:00, 553.78it/s, v_num=3]
Epoch 163: 100%|██████████| 1/1 [00:00<00:00, 494.55it/s, v_num=3]
Epoch 163: 100%|██████████| 1/1 [00:00<00:00, 257.13it/s, v_num=3]
Epoch 163:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 164:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 164: 100%|██████████| 1/1 [00:00<00:00, 569.26it/s, v_num=3]
Epoch 164: 100%|██████████| 1/1 [00:00<00:00, 506.50it/s, v_num=3]
Epoch 164: 100%|██████████| 1/1 [00:00<00:00, 257.90it/s, v_num=3]
Epoch 164:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 165:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 165: 100%|██████████| 1/1 [00:00<00:00, 570.96it/s, v_num=3]
Epoch 165: 100%|██████████| 1/1 [00:00<00:00, 508.22it/s, v_num=3]
Epoch 165: 100%|██████████| 1/1 [00:00<00:00, 258.96it/s, v_num=3]
Epoch 165:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 166:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 166: 100%|██████████| 1/1 [00:00<00:00, 556.57it/s, v_num=3]
Epoch 166: 100%|██████████| 1/1 [00:00<00:00, 497.19it/s, v_num=3]
Epoch 166: 100%|██████████| 1/1 [00:00<00:00, 259.31it/s, v_num=3]
Epoch 166:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 167:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 167: 100%|██████████| 1/1 [00:00<00:00, 575.59it/s, v_num=3]
Epoch 167: 100%|██████████| 1/1 [00:00<00:00, 512.50it/s, v_num=3]
Epoch 167: 100%|██████████| 1/1 [00:00<00:00, 260.76it/s, v_num=3]
Epoch 167:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 168:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 168: 100%|██████████| 1/1 [00:00<00:00, 559.99it/s, v_num=3]
Epoch 168: 100%|██████████| 1/1 [00:00<00:00, 499.44it/s, v_num=3]
Epoch 168: 100%|██████████| 1/1 [00:00<00:00, 259.07it/s, v_num=3]
Epoch 168:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 169:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 169: 100%|██████████| 1/1 [00:00<00:00, 553.34it/s, v_num=3]
Epoch 169: 100%|██████████| 1/1 [00:00<00:00, 494.09it/s, v_num=3]
Epoch 169: 100%|██████████| 1/1 [00:00<00:00, 258.38it/s, v_num=3]
Epoch 169:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 170:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 170: 100%|██████████| 1/1 [00:00<00:00, 575.19it/s, v_num=3]
Epoch 170: 100%|██████████| 1/1 [00:00<00:00, 511.63it/s, v_num=3]
Epoch 170: 100%|██████████| 1/1 [00:00<00:00, 256.02it/s, v_num=3]
Epoch 170:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 171:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 171: 100%|██████████| 1/1 [00:00<00:00, 559.91it/s, v_num=3]
Epoch 171: 100%|██████████| 1/1 [00:00<00:00, 499.50it/s, v_num=3]
Epoch 171: 100%|██████████| 1/1 [00:00<00:00, 259.48it/s, v_num=3]
Epoch 171:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 172:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 172: 100%|██████████| 1/1 [00:00<00:00, 554.14it/s, v_num=3]
Epoch 172: 100%|██████████| 1/1 [00:00<00:00, 495.02it/s, v_num=3]
Epoch 172: 100%|██████████| 1/1 [00:00<00:00, 253.17it/s, v_num=3]
Epoch 172:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 173:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 173: 100%|██████████| 1/1 [00:00<00:00, 572.68it/s, v_num=3]
Epoch 173: 100%|██████████| 1/1 [00:00<00:00, 509.45it/s, v_num=3]
Epoch 173: 100%|██████████| 1/1 [00:00<00:00, 258.92it/s, v_num=3]
Epoch 173:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 174:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 174: 100%|██████████| 1/1 [00:00<00:00, 457.00it/s, v_num=3]
Epoch 174: 100%|██████████| 1/1 [00:00<00:00, 415.94it/s, v_num=3]
Epoch 174: 100%|██████████| 1/1 [00:00<00:00, 234.46it/s, v_num=3]
Epoch 174:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 175:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 175: 100%|██████████| 1/1 [00:00<00:00, 564.74it/s, v_num=3]
Epoch 175: 100%|██████████| 1/1 [00:00<00:00, 503.34it/s, v_num=3]
Epoch 175: 100%|██████████| 1/1 [00:00<00:00, 254.22it/s, v_num=3]
Epoch 175:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 176:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 176: 100%|██████████| 1/1 [00:00<00:00, 547.63it/s, v_num=3]
Epoch 176: 100%|██████████| 1/1 [00:00<00:00, 489.99it/s, v_num=3]
Epoch 176: 100%|██████████| 1/1 [00:00<00:00, 255.84it/s, v_num=3]
Epoch 176:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 177:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 177: 100%|██████████| 1/1 [00:00<00:00, 562.69it/s, v_num=3]
Epoch 177: 100%|██████████| 1/1 [00:00<00:00, 501.41it/s, v_num=3]
Epoch 177: 100%|██████████| 1/1 [00:00<00:00, 255.70it/s, v_num=3]
Epoch 177:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 178:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 178: 100%|██████████| 1/1 [00:00<00:00, 570.89it/s, v_num=3]
Epoch 178: 100%|██████████| 1/1 [00:00<00:00, 496.78it/s, v_num=3]
Epoch 178: 100%|██████████| 1/1 [00:00<00:00, 257.73it/s, v_num=3]
Epoch 178:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 179:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 179: 100%|██████████| 1/1 [00:00<00:00, 561.04it/s, v_num=3]
Epoch 179: 100%|██████████| 1/1 [00:00<00:00, 500.16it/s, v_num=3]
Epoch 179: 100%|██████████| 1/1 [00:00<00:00, 259.08it/s, v_num=3]
Epoch 179:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 180:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 180: 100%|██████████| 1/1 [00:00<00:00, 575.51it/s, v_num=3]
Epoch 180: 100%|██████████| 1/1 [00:00<00:00, 512.44it/s, v_num=3]
Epoch 180: 100%|██████████| 1/1 [00:00<00:00, 259.07it/s, v_num=3]
Epoch 180:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 181:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 181: 100%|██████████| 1/1 [00:00<00:00, 550.72it/s, v_num=3]
Epoch 181: 100%|██████████| 1/1 [00:00<00:00, 491.89it/s, v_num=3]
Epoch 181: 100%|██████████| 1/1 [00:00<00:00, 256.78it/s, v_num=3]
Epoch 181:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 182:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 182: 100%|██████████| 1/1 [00:00<00:00, 570.19it/s, v_num=3]
Epoch 182: 100%|██████████| 1/1 [00:00<00:00, 507.42it/s, v_num=3]
Epoch 182: 100%|██████████| 1/1 [00:00<00:00, 259.71it/s, v_num=3]
Epoch 182:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 183:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 183: 100%|██████████| 1/1 [00:00<00:00, 573.85it/s, v_num=3]
Epoch 183: 100%|██████████| 1/1 [00:00<00:00, 510.38it/s, v_num=3]
Epoch 183: 100%|██████████| 1/1 [00:00<00:00, 259.23it/s, v_num=3]
Epoch 183:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 184:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 184: 100%|██████████| 1/1 [00:00<00:00, 561.79it/s, v_num=3]
Epoch 184: 100%|██████████| 1/1 [00:00<00:00, 501.35it/s, v_num=3]
Epoch 184: 100%|██████████| 1/1 [00:00<00:00, 260.26it/s, v_num=3]
Epoch 184:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 185:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 185: 100%|██████████| 1/1 [00:00<00:00, 577.25it/s, v_num=3]
Epoch 185: 100%|██████████| 1/1 [00:00<00:00, 512.81it/s, v_num=3]
Epoch 185: 100%|██████████| 1/1 [00:00<00:00, 257.19it/s, v_num=3]
Epoch 185:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 186:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 186: 100%|██████████| 1/1 [00:00<00:00, 577.33it/s, v_num=3]
Epoch 186: 100%|██████████| 1/1 [00:00<00:00, 496.78it/s, v_num=3]
Epoch 186: 100%|██████████| 1/1 [00:00<00:00, 257.54it/s, v_num=3]
Epoch 186:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 187:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 187: 100%|██████████| 1/1 [00:00<00:00, 552.97it/s, v_num=3]
Epoch 187: 100%|██████████| 1/1 [00:00<00:00, 493.91it/s, v_num=3]
Epoch 187: 100%|██████████| 1/1 [00:00<00:00, 257.24it/s, v_num=3]
Epoch 187:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 188:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 188: 100%|██████████| 1/1 [00:00<00:00, 567.41it/s, v_num=3]
Epoch 188: 100%|██████████| 1/1 [00:00<00:00, 505.22it/s, v_num=3]
Epoch 188: 100%|██████████| 1/1 [00:00<00:00, 255.98it/s, v_num=3]
Epoch 188:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 189:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 189: 100%|██████████| 1/1 [00:00<00:00, 543.94it/s, v_num=3]
Epoch 189: 100%|██████████| 1/1 [00:00<00:00, 486.52it/s, v_num=3]
Epoch 189: 100%|██████████| 1/1 [00:00<00:00, 251.79it/s, v_num=3]
Epoch 189:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 190:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 190: 100%|██████████| 1/1 [00:00<00:00, 561.41it/s, v_num=3]
Epoch 190: 100%|██████████| 1/1 [00:00<00:00, 500.87it/s, v_num=3]
Epoch 190: 100%|██████████| 1/1 [00:00<00:00, 254.09it/s, v_num=3]
Epoch 190:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 191:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 191: 100%|██████████| 1/1 [00:00<00:00, 556.64it/s, v_num=3]
Epoch 191: 100%|██████████| 1/1 [00:00<00:00, 486.86it/s, v_num=3]
Epoch 191: 100%|██████████| 1/1 [00:00<00:00, 252.65it/s, v_num=3]
Epoch 191:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 192:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 192: 100%|██████████| 1/1 [00:00<00:00, 534.37it/s, v_num=3]
Epoch 192: 100%|██████████| 1/1 [00:00<00:00, 478.64it/s, v_num=3]
Epoch 192: 100%|██████████| 1/1 [00:00<00:00, 251.71it/s, v_num=3]
Epoch 192:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 193:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 193: 100%|██████████| 1/1 [00:00<00:00, 554.80it/s, v_num=3]
Epoch 193: 100%|██████████| 1/1 [00:00<00:00, 494.90it/s, v_num=3]
Epoch 193: 100%|██████████| 1/1 [00:00<00:00, 252.78it/s, v_num=3]
Epoch 193:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 194:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 194: 100%|██████████| 1/1 [00:00<00:00, 543.94it/s, v_num=3]
Epoch 194: 100%|██████████| 1/1 [00:00<00:00, 486.52it/s, v_num=3]
Epoch 194: 100%|██████████| 1/1 [00:00<00:00, 255.86it/s, v_num=3]
Epoch 194:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 195:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 195: 100%|██████████| 1/1 [00:00<00:00, 564.36it/s, v_num=3]
Epoch 195: 100%|██████████| 1/1 [00:00<00:00, 503.03it/s, v_num=3]
Epoch 195: 100%|██████████| 1/1 [00:00<00:00, 257.38it/s, v_num=3]
Epoch 195:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 196:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 196: 100%|██████████| 1/1 [00:00<00:00, 567.10it/s, v_num=3]
Epoch 196: 100%|██████████| 1/1 [00:00<00:00, 495.20it/s, v_num=3]
Epoch 196: 100%|██████████| 1/1 [00:00<00:00, 257.48it/s, v_num=3]
Epoch 196:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 197:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 197: 100%|██████████| 1/1 [00:00<00:00, 561.94it/s, v_num=3]
Epoch 197: 100%|██████████| 1/1 [00:00<00:00, 501.23it/s, v_num=3]
Epoch 197: 100%|██████████| 1/1 [00:00<00:00, 255.80it/s, v_num=3]
Epoch 197:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 198:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 198: 100%|██████████| 1/1 [00:00<00:00, 574.40it/s, v_num=3]
Epoch 198: 100%|██████████| 1/1 [00:00<00:00, 510.82it/s, v_num=3]
Epoch 198: 100%|██████████| 1/1 [00:00<00:00, 258.76it/s, v_num=3]
Epoch 198:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 199:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 199: 100%|██████████| 1/1 [00:00<00:00, 553.56it/s, v_num=3]
Epoch 199: 100%|██████████| 1/1 [00:00<00:00, 494.49it/s, v_num=3]
Epoch 199: 100%|██████████| 1/1 [00:00<00:00, 192.91it/s, v_num=3]
Epoch 199:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 200:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 200: 100%|██████████| 1/1 [00:00<00:00, 574.25it/s, v_num=3]
Epoch 200: 100%|██████████| 1/1 [00:00<00:00, 511.19it/s, v_num=3]
Epoch 200: 100%|██████████| 1/1 [00:00<00:00, 258.29it/s, v_num=3]
Epoch 200:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 201:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 201: 100%|██████████| 1/1 [00:00<00:00, 558.72it/s, v_num=3]
Epoch 201: 100%|██████████| 1/1 [00:00<00:00, 498.31it/s, v_num=3]
Epoch 201: 100%|██████████| 1/1 [00:00<00:00, 255.42it/s, v_num=3]
Epoch 201:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 202:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 202: 100%|██████████| 1/1 [00:00<00:00, 577.01it/s, v_num=3]
Epoch 202: 100%|██████████| 1/1 [00:00<00:00, 512.94it/s, v_num=3]
Epoch 202: 100%|██████████| 1/1 [00:00<00:00, 260.69it/s, v_num=3]
Epoch 202:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 203:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 203: 100%|██████████| 1/1 [00:00<00:00, 574.33it/s, v_num=3]
Epoch 203: 100%|██████████| 1/1 [00:00<00:00, 498.61it/s, v_num=3]
Epoch 203: 100%|██████████| 1/1 [00:00<00:00, 258.54it/s, v_num=3]
Epoch 203:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 204:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 204: 100%|██████████| 1/1 [00:00<00:00, 559.61it/s, v_num=3]
Epoch 204: 100%|██████████| 1/1 [00:00<00:00, 499.74it/s, v_num=3]
Epoch 204: 100%|██████████| 1/1 [00:00<00:00, 258.06it/s, v_num=3]
Epoch 204:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 205:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 205: 100%|██████████| 1/1 [00:00<00:00, 569.57it/s, v_num=3]
Epoch 205: 100%|██████████| 1/1 [00:00<00:00, 507.60it/s, v_num=3]
Epoch 205: 100%|██████████| 1/1 [00:00<00:00, 257.92it/s, v_num=3]
Epoch 205:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 206:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 206: 100%|██████████| 1/1 [00:00<00:00, 551.52it/s, v_num=3]
Epoch 206: 100%|██████████| 1/1 [00:00<00:00, 492.17it/s, v_num=3]
Epoch 206: 100%|██████████| 1/1 [00:00<00:00, 256.36it/s, v_num=3]
Epoch 206:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 207:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 207: 100%|██████████| 1/1 [00:00<00:00, 570.19it/s, v_num=3]
Epoch 207: 100%|██████████| 1/1 [00:00<00:00, 508.03it/s, v_num=3]
Epoch 207: 100%|██████████| 1/1 [00:00<00:00, 257.70it/s, v_num=3]
Epoch 207:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 208:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 208: 100%|██████████| 1/1 [00:00<00:00, 569.41it/s, v_num=3]
Epoch 208: 100%|██████████| 1/1 [00:00<00:00, 507.23it/s, v_num=3]
Epoch 208: 100%|██████████| 1/1 [00:00<00:00, 257.87it/s, v_num=3]
Epoch 208:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 209:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 209: 100%|██████████| 1/1 [00:00<00:00, 545.99it/s, v_num=3]
Epoch 209: 100%|██████████| 1/1 [00:00<00:00, 488.39it/s, v_num=3]
Epoch 209: 100%|██████████| 1/1 [00:00<00:00, 256.33it/s, v_num=3]
Epoch 209:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 210:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 210: 100%|██████████| 1/1 [00:00<00:00, 565.73it/s, v_num=3]
Epoch 210: 100%|██████████| 1/1 [00:00<00:00, 504.18it/s, v_num=3]
Epoch 210: 100%|██████████| 1/1 [00:00<00:00, 257.52it/s, v_num=3]
Epoch 210:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 211:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 211: 100%|██████████| 1/1 [00:00<00:00, 558.05it/s, v_num=3]
Epoch 211: 100%|██████████| 1/1 [00:00<00:00, 497.37it/s, v_num=3]
Epoch 211: 100%|██████████| 1/1 [00:00<00:00, 253.78it/s, v_num=3]
Epoch 211:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 212:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 212: 100%|██████████| 1/1 [00:00<00:00, 539.32it/s, v_num=3]
Epoch 212: 100%|██████████| 1/1 [00:00<00:00, 483.05it/s, v_num=3]
Epoch 212: 100%|██████████| 1/1 [00:00<00:00, 253.25it/s, v_num=3]
Epoch 212:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 213:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 213: 100%|██████████| 1/1 [00:00<00:00, 549.78it/s, v_num=3]
Epoch 213: 100%|██████████| 1/1 [00:00<00:00, 491.37it/s, v_num=3]
Epoch 213: 100%|██████████| 1/1 [00:00<00:00, 236.54it/s, v_num=3]
Epoch 213:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 214:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 214: 100%|██████████| 1/1 [00:00<00:00, 531.26it/s, v_num=3]
Epoch 214: 100%|██████████| 1/1 [00:00<00:00, 476.73it/s, v_num=3]
Epoch 214: 100%|██████████| 1/1 [00:00<00:00, 237.84it/s, v_num=3]
Epoch 214:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 215:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 215: 100%|██████████| 1/1 [00:00<00:00, 548.42it/s, v_num=3]
Epoch 215: 100%|██████████| 1/1 [00:00<00:00, 489.76it/s, v_num=3]
Epoch 215: 100%|██████████| 1/1 [00:00<00:00, 251.16it/s, v_num=3]
Epoch 215:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 216:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 216: 100%|██████████| 1/1 [00:00<00:00, 514.39it/s, v_num=3]
Epoch 216: 100%|██████████| 1/1 [00:00<00:00, 462.95it/s, v_num=3]
Epoch 216: 100%|██████████| 1/1 [00:00<00:00, 246.84it/s, v_num=3]
Epoch 216:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 217:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 217: 100%|██████████| 1/1 [00:00<00:00, 490.62it/s, v_num=3]
Epoch 217: 100%|██████████| 1/1 [00:00<00:00, 436.82it/s, v_num=3]
Epoch 217: 100%|██████████| 1/1 [00:00<00:00, 235.66it/s, v_num=3]
Epoch 217:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 218:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 218: 100%|██████████| 1/1 [00:00<00:00, 527.32it/s, v_num=3]
Epoch 218: 100%|██████████| 1/1 [00:00<00:00, 473.34it/s, v_num=3]
Epoch 218: 100%|██████████| 1/1 [00:00<00:00, 237.17it/s, v_num=3]
Epoch 218:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 219:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 219: 100%|██████████| 1/1 [00:00<00:00, 545.49it/s, v_num=3]
Epoch 219: 100%|██████████| 1/1 [00:00<00:00, 487.54it/s, v_num=3]
Epoch 219: 100%|██████████| 1/1 [00:00<00:00, 250.47it/s, v_num=3]
Epoch 219:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 220:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 220: 100%|██████████| 1/1 [00:00<00:00, 495.25it/s, v_num=3]
Epoch 220: 100%|██████████| 1/1 [00:00<00:00, 447.39it/s, v_num=3]
Epoch 220: 100%|██████████| 1/1 [00:00<00:00, 242.61it/s, v_num=3]
Epoch 220:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 221:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 221: 100%|██████████| 1/1 [00:00<00:00, 542.88it/s, v_num=3]
Epoch 221: 100%|██████████| 1/1 [00:00<00:00, 463.61it/s, v_num=3]
Epoch 221: 100%|██████████| 1/1 [00:00<00:00, 238.65it/s, v_num=3]
Epoch 221:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 222:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 222: 100%|██████████| 1/1 [00:00<00:00, 543.44it/s, v_num=3]
Epoch 222: 100%|██████████| 1/1 [00:00<00:00, 486.07it/s, v_num=3]
Epoch 222: 100%|██████████| 1/1 [00:00<00:00, 255.10it/s, v_num=3]
Epoch 222:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 223:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 223: 100%|██████████| 1/1 [00:00<00:00, 561.11it/s, v_num=3]
Epoch 223: 100%|██████████| 1/1 [00:00<00:00, 500.51it/s, v_num=3]
Epoch 223: 100%|██████████| 1/1 [00:00<00:00, 251.41it/s, v_num=3]
Epoch 223:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 224:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 224: 100%|██████████| 1/1 [00:00<00:00, 548.85it/s, v_num=3]
Epoch 224: 100%|██████████| 1/1 [00:00<00:00, 479.29it/s, v_num=3]
Epoch 224: 100%|██████████| 1/1 [00:00<00:00, 250.53it/s, v_num=3]
Epoch 224:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 225:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 225: 100%|██████████| 1/1 [00:00<00:00, 532.68it/s, v_num=3]
Epoch 225: 100%|██████████| 1/1 [00:00<00:00, 477.11it/s, v_num=3]
Epoch 225: 100%|██████████| 1/1 [00:00<00:00, 250.54it/s, v_num=3]
Epoch 225:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 226:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 226: 100%|██████████| 1/1 [00:00<00:00, 557.75it/s, v_num=3]
Epoch 226: 100%|██████████| 1/1 [00:00<00:00, 497.37it/s, v_num=3]
Epoch 226: 100%|██████████| 1/1 [00:00<00:00, 254.71it/s, v_num=3]
Epoch 226:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 227:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 227: 100%|██████████| 1/1 [00:00<00:00, 542.11it/s, v_num=3]
Epoch 227: 100%|██████████| 1/1 [00:00<00:00, 484.95it/s, v_num=3]
Epoch 227: 100%|██████████| 1/1 [00:00<00:00, 254.25it/s, v_num=3]
Epoch 227:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 228:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 228: 100%|██████████| 1/1 [00:00<00:00, 558.35it/s, v_num=3]
Epoch 228: 100%|██████████| 1/1 [00:00<00:00, 498.08it/s, v_num=3]
Epoch 228: 100%|██████████| 1/1 [00:00<00:00, 254.45it/s, v_num=3]
Epoch 228:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 229:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 229: 100%|██████████| 1/1 [00:00<00:00, 541.13it/s, v_num=3]
Epoch 229: 100%|██████████| 1/1 [00:00<00:00, 484.00it/s, v_num=3]
Epoch 229: 100%|██████████| 1/1 [00:00<00:00, 253.94it/s, v_num=3]
Epoch 229:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 230:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 230: 100%|██████████| 1/1 [00:00<00:00, 539.04it/s, v_num=3]
Epoch 230: 100%|██████████| 1/1 [00:00<00:00, 482.49it/s, v_num=3]
Epoch 230: 100%|██████████| 1/1 [00:00<00:00, 249.69it/s, v_num=3]
Epoch 230:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 231:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 231: 100%|██████████| 1/1 [00:00<00:00, 559.02it/s, v_num=3]
Epoch 231: 100%|██████████| 1/1 [00:00<00:00, 499.32it/s, v_num=3]
Epoch 231: 100%|██████████| 1/1 [00:00<00:00, 254.18it/s, v_num=3]
Epoch 231:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 232:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 232: 100%|██████████| 1/1 [00:00<00:00, 544.79it/s, v_num=3]
Epoch 232: 100%|██████████| 1/1 [00:00<00:00, 487.14it/s, v_num=3]
Epoch 232: 100%|██████████| 1/1 [00:00<00:00, 254.69it/s, v_num=3]
Epoch 232:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 233:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 233: 100%|██████████| 1/1 [00:00<00:00, 562.62it/s, v_num=3]
Epoch 233: 100%|██████████| 1/1 [00:00<00:00, 501.41it/s, v_num=3]
Epoch 233: 100%|██████████| 1/1 [00:00<00:00, 256.06it/s, v_num=3]
Epoch 233:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 234:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 234: 100%|██████████| 1/1 [00:00<00:00, 545.99it/s, v_num=3]
Epoch 234: 100%|██████████| 1/1 [00:00<00:00, 488.33it/s, v_num=3]
Epoch 234: 100%|██████████| 1/1 [00:00<00:00, 255.10it/s, v_num=3]
Epoch 234:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 235:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 235: 100%|██████████| 1/1 [00:00<00:00, 542.95it/s, v_num=3]
Epoch 235: 100%|██████████| 1/1 [00:00<00:00, 485.62it/s, v_num=3]
Epoch 235: 100%|██████████| 1/1 [00:00<00:00, 256.02it/s, v_num=3]
Epoch 235:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 236:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 236: 100%|██████████| 1/1 [00:00<00:00, 565.12it/s, v_num=3]
Epoch 236: 100%|██████████| 1/1 [00:00<00:00, 503.82it/s, v_num=3]
Epoch 236: 100%|██████████| 1/1 [00:00<00:00, 256.97it/s, v_num=3]
Epoch 236:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 237:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 237: 100%|██████████| 1/1 [00:00<00:00, 547.92it/s, v_num=3]
Epoch 237: 100%|██████████| 1/1 [00:00<00:00, 489.70it/s, v_num=3]
Epoch 237: 100%|██████████| 1/1 [00:00<00:00, 257.16it/s, v_num=3]
Epoch 237:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 238:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 238: 100%|██████████| 1/1 [00:00<00:00, 567.18it/s, v_num=3]
Epoch 238: 100%|██████████| 1/1 [00:00<00:00, 505.16it/s, v_num=3]
Epoch 238: 100%|██████████| 1/1 [00:00<00:00, 256.82it/s, v_num=3]
Epoch 238:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 239:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 239: 100%|██████████| 1/1 [00:00<00:00, 551.52it/s, v_num=3]
Epoch 239: 100%|██████████| 1/1 [00:00<00:00, 492.93it/s, v_num=3]
Epoch 239: 100%|██████████| 1/1 [00:00<00:00, 256.82it/s, v_num=3]
Epoch 239:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 240:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 240: 100%|██████████| 1/1 [00:00<00:00, 534.71it/s, v_num=3]
Epoch 240: 100%|██████████| 1/1 [00:00<00:00, 479.24it/s, v_num=3]
Epoch 240: 100%|██████████| 1/1 [00:00<00:00, 253.51it/s, v_num=3]
Epoch 240:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 241:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 241: 100%|██████████| 1/1 [00:00<00:00, 566.80it/s, v_num=3]
Epoch 241: 100%|██████████| 1/1 [00:00<00:00, 505.03it/s, v_num=3]
Epoch 241: 100%|██████████| 1/1 [00:00<00:00, 241.44it/s, v_num=3]
Epoch 241:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 242:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 242: 100%|██████████| 1/1 [00:00<00:00, 553.85it/s, v_num=3]
Epoch 242: 100%|██████████| 1/1 [00:00<00:00, 494.84it/s, v_num=3]
Epoch 242: 100%|██████████| 1/1 [00:00<00:00, 257.95it/s, v_num=3]
Epoch 242:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 243:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 243: 100%|██████████| 1/1 [00:00<00:00, 572.60it/s, v_num=3]
Epoch 243: 100%|██████████| 1/1 [00:00<00:00, 509.14it/s, v_num=3]
Epoch 243: 100%|██████████| 1/1 [00:00<00:00, 256.53it/s, v_num=3]
Epoch 243:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 244:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 244: 100%|██████████| 1/1 [00:00<00:00, 558.50it/s, v_num=3]
Epoch 244: 100%|██████████| 1/1 [00:00<00:00, 487.65it/s, v_num=3]
Epoch 244: 100%|██████████| 1/1 [00:00<00:00, 242.40it/s, v_num=3]
Epoch 244:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 245:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 245: 100%|██████████| 1/1 [00:00<00:00, 565.96it/s, v_num=3]
Epoch 245: 100%|██████████| 1/1 [00:00<00:00, 504.06it/s, v_num=3]
Epoch 245: 100%|██████████| 1/1 [00:00<00:00, 259.93it/s, v_num=3]
Epoch 245:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 246:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 246: 100%|██████████| 1/1 [00:00<00:00, 570.50it/s, v_num=3]
Epoch 246: 100%|██████████| 1/1 [00:00<00:00, 507.29it/s, v_num=3]
Epoch 246: 100%|██████████| 1/1 [00:00<00:00, 243.42it/s, v_num=3]
Epoch 246:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 247:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 247: 100%|██████████| 1/1 [00:00<00:00, 535.74it/s, v_num=3]
Epoch 247: 100%|██████████| 1/1 [00:00<00:00, 479.51it/s, v_num=3]
Epoch 247: 100%|██████████| 1/1 [00:00<00:00, 253.71it/s, v_num=3]
Epoch 247:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 248:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 248: 100%|██████████| 1/1 [00:00<00:00, 565.57it/s, v_num=3]
Epoch 248: 100%|██████████| 1/1 [00:00<00:00, 502.37it/s, v_num=3]
Epoch 248: 100%|██████████| 1/1 [00:00<00:00, 256.91it/s, v_num=3]
Epoch 248:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 249:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 249: 100%|██████████| 1/1 [00:00<00:00, 529.99it/s, v_num=3]
Epoch 249: 100%|██████████| 1/1 [00:00<00:00, 474.84it/s, v_num=3]
Epoch 249: 100%|██████████| 1/1 [00:00<00:00, 220.00it/s, v_num=3]
Epoch 249:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 250:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 250: 100%|██████████| 1/1 [00:00<00:00, 508.96it/s, v_num=3]
Epoch 250: 100%|██████████| 1/1 [00:00<00:00, 443.61it/s, v_num=3]
Epoch 250: 100%|██████████| 1/1 [00:00<00:00, 240.36it/s, v_num=3]
Epoch 250:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 251:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 251: 100%|██████████| 1/1 [00:00<00:00, 547.99it/s, v_num=3]
Epoch 251: 100%|██████████| 1/1 [00:00<00:00, 489.65it/s, v_num=3]
Epoch 251: 100%|██████████| 1/1 [00:00<00:00, 255.55it/s, v_num=3]
Epoch 251:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 252:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 252: 100%|██████████| 1/1 [00:00<00:00, 568.26it/s, v_num=3]
Epoch 252: 100%|██████████| 1/1 [00:00<00:00, 506.01it/s, v_num=3]
Epoch 252: 100%|██████████| 1/1 [00:00<00:00, 258.70it/s, v_num=3]
Epoch 252:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 253:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 253: 100%|██████████| 1/1 [00:00<00:00, 563.98it/s, v_num=3]
Epoch 253: 100%|██████████| 1/1 [00:00<00:00, 491.54it/s, v_num=3]
Epoch 253: 100%|██████████| 1/1 [00:00<00:00, 255.31it/s, v_num=3]
Epoch 253:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 254:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 254: 100%|██████████| 1/1 [00:00<00:00, 476.03it/s, v_num=3]
Epoch 254: 100%|██████████| 1/1 [00:00<00:00, 431.16it/s, v_num=3]
Epoch 254: 100%|██████████| 1/1 [00:00<00:00, 238.41it/s, v_num=3]
Epoch 254:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 255:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 255: 100%|██████████| 1/1 [00:00<00:00, 567.56it/s, v_num=3]
Epoch 255: 100%|██████████| 1/1 [00:00<00:00, 505.76it/s, v_num=3]
Epoch 255: 100%|██████████| 1/1 [00:00<00:00, 257.70it/s, v_num=3]
Epoch 255:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 256:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 256: 100%|██████████| 1/1 [00:00<00:00, 552.61it/s, v_num=3]
Epoch 256: 100%|██████████| 1/1 [00:00<00:00, 493.22it/s, v_num=3]
Epoch 256: 100%|██████████| 1/1 [00:00<00:00, 257.90it/s, v_num=3]
Epoch 256:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 257:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 257: 100%|██████████| 1/1 [00:00<00:00, 567.56it/s, v_num=3]
Epoch 257: 100%|██████████| 1/1 [00:00<00:00, 505.34it/s, v_num=3]
Epoch 257: 100%|██████████| 1/1 [00:00<00:00, 258.33it/s, v_num=3]
Epoch 257:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 258:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 258: 100%|██████████| 1/1 [00:00<00:00, 565.12it/s, v_num=3]
Epoch 258: 100%|██████████| 1/1 [00:00<00:00, 488.16it/s, v_num=3]
Epoch 258: 100%|██████████| 1/1 [00:00<00:00, 254.91it/s, v_num=3]
Epoch 258:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 259:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 259: 100%|██████████| 1/1 [00:00<00:00, 551.52it/s, v_num=3]
Epoch 259: 100%|██████████| 1/1 [00:00<00:00, 492.46it/s, v_num=3]
Epoch 259: 100%|██████████| 1/1 [00:00<00:00, 254.60it/s, v_num=3]
Epoch 259:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 260:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 260: 100%|██████████| 1/1 [00:00<00:00, 573.31it/s, v_num=3]
Epoch 260: 100%|██████████| 1/1 [00:00<00:00, 509.57it/s, v_num=3]
Epoch 260: 100%|██████████| 1/1 [00:00<00:00, 257.76it/s, v_num=3]
Epoch 260:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 261:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 261: 100%|██████████| 1/1 [00:00<00:00, 546.63it/s, v_num=3]
Epoch 261: 100%|██████████| 1/1 [00:00<00:00, 488.73it/s, v_num=3]
Epoch 261: 100%|██████████| 1/1 [00:00<00:00, 241.11it/s, v_num=3]
Epoch 261:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 262:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 262: 100%|██████████| 1/1 [00:00<00:00, 570.89it/s, v_num=3]
Epoch 262: 100%|██████████| 1/1 [00:00<00:00, 507.78it/s, v_num=3]
Epoch 262: 100%|██████████| 1/1 [00:00<00:00, 258.81it/s, v_num=3]
Epoch 262:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 263:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 263: 100%|██████████| 1/1 [00:00<00:00, 572.52it/s, v_num=3]
Epoch 263: 100%|██████████| 1/1 [00:00<00:00, 499.38it/s, v_num=3]
Epoch 263: 100%|██████████| 1/1 [00:00<00:00, 259.50it/s, v_num=3]
Epoch 263:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 264:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 264: 100%|██████████| 1/1 [00:00<00:00, 552.54it/s, v_num=3]
Epoch 264: 100%|██████████| 1/1 [00:00<00:00, 493.51it/s, v_num=3]
Epoch 264: 100%|██████████| 1/1 [00:00<00:00, 257.73it/s, v_num=3]
Epoch 264:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 265:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 265: 100%|██████████| 1/1 [00:00<00:00, 562.24it/s, v_num=3]
Epoch 265: 100%|██████████| 1/1 [00:00<00:00, 501.11it/s, v_num=3]
Epoch 265: 100%|██████████| 1/1 [00:00<00:00, 254.11it/s, v_num=3]
Epoch 265:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 266:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 266: 100%|██████████| 1/1 [00:00<00:00, 552.46it/s, v_num=3]
Epoch 266: 100%|██████████| 1/1 [00:00<00:00, 493.16it/s, v_num=3]
Epoch 266: 100%|██████████| 1/1 [00:00<00:00, 258.06it/s, v_num=3]
Epoch 266:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 267:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 267: 100%|██████████| 1/1 [00:00<00:00, 570.42it/s, v_num=3]
Epoch 267: 100%|██████████| 1/1 [00:00<00:00, 507.60it/s, v_num=3]
Epoch 267: 100%|██████████| 1/1 [00:00<00:00, 259.45it/s, v_num=3]
Epoch 267:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 268:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 268: 100%|██████████| 1/1 [00:00<00:00, 574.40it/s, v_num=3]
Epoch 268: 100%|██████████| 1/1 [00:00<00:00, 510.88it/s, v_num=3]
Epoch 268: 100%|██████████| 1/1 [00:00<00:00, 256.38it/s, v_num=3]
Epoch 268:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 269:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 269: 100%|██████████| 1/1 [00:00<00:00, 559.24it/s, v_num=3]
Epoch 269: 100%|██████████| 1/1 [00:00<00:00, 499.20it/s, v_num=3]
Epoch 269: 100%|██████████| 1/1 [00:00<00:00, 257.07it/s, v_num=3]
Epoch 269:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 270:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 270: 100%|██████████| 1/1 [00:00<00:00, 579.80it/s, v_num=3]
Epoch 270: 100%|██████████| 1/1 [00:00<00:00, 515.08it/s, v_num=3]
Epoch 270: 100%|██████████| 1/1 [00:00<00:00, 261.91it/s, v_num=3]
Epoch 270:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 271:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 271: 100%|██████████| 1/1 [00:00<00:00, 559.99it/s, v_num=3]
Epoch 271: 100%|██████████| 1/1 [00:00<00:00, 499.50it/s, v_num=3]
Epoch 271: 100%|██████████| 1/1 [00:00<00:00, 260.00it/s, v_num=3]
Epoch 271:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 272:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 272: 100%|██████████| 1/1 [00:00<00:00, 515.14it/s, v_num=3]
Epoch 272: 100%|██████████| 1/1 [00:00<00:00, 463.56it/s, v_num=3]
Epoch 272: 100%|██████████| 1/1 [00:00<00:00, 250.26it/s, v_num=3]
Epoch 272:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 273:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 273: 100%|██████████| 1/1 [00:00<00:00, 579.48it/s, v_num=3]
Epoch 273: 100%|██████████| 1/1 [00:00<00:00, 515.21it/s, v_num=3]
Epoch 273: 100%|██████████| 1/1 [00:00<00:00, 247.67it/s, v_num=3]
Epoch 273:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 274:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 274: 100%|██████████| 1/1 [00:00<00:00, 545.35it/s, v_num=3]
Epoch 274: 100%|██████████| 1/1 [00:00<00:00, 487.88it/s, v_num=3]
Epoch 274: 100%|██████████| 1/1 [00:00<00:00, 253.25it/s, v_num=3]
Epoch 274:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 275:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 275: 100%|██████████| 1/1 [00:00<00:00, 495.78it/s, v_num=3]
Epoch 275: 100%|██████████| 1/1 [00:00<00:00, 447.58it/s, v_num=3]
Epoch 275: 100%|██████████| 1/1 [00:00<00:00, 239.14it/s, v_num=3]
Epoch 275:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 276:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 276: 100%|██████████| 1/1 [00:00<00:00, 543.94it/s, v_num=3]
Epoch 276: 100%|██████████| 1/1 [00:00<00:00, 486.80it/s, v_num=3]
Epoch 276: 100%|██████████| 1/1 [00:00<00:00, 251.44it/s, v_num=3]
Epoch 276:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 277:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 277: 100%|██████████| 1/1 [00:00<00:00, 508.28it/s, v_num=3]
Epoch 277: 100%|██████████| 1/1 [00:00<00:00, 457.94it/s, v_num=3]
Epoch 277: 100%|██████████| 1/1 [00:00<00:00, 243.91it/s, v_num=3]
Epoch 277:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 278:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 278: 100%|██████████| 1/1 [00:00<00:00, 475.54it/s, v_num=3]
Epoch 278: 100%|██████████| 1/1 [00:00<00:00, 430.80it/s, v_num=3]
Epoch 278: 100%|██████████| 1/1 [00:00<00:00, 237.73it/s, v_num=3]
Epoch 278:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 279:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 279: 100%|██████████| 1/1 [00:00<00:00, 534.51it/s, v_num=3]
Epoch 279: 100%|██████████| 1/1 [00:00<00:00, 478.80it/s, v_num=3]
Epoch 279: 100%|██████████| 1/1 [00:00<00:00, 248.93it/s, v_num=3]
Epoch 279:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 280:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 280: 100%|██████████| 1/1 [00:00<00:00, 552.03it/s, v_num=3]
Epoch 280: 100%|██████████| 1/1 [00:00<00:00, 489.02it/s, v_num=3]
Epoch 280: 100%|██████████| 1/1 [00:00<00:00, 252.61it/s, v_num=3]
Epoch 280:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 281:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 281: 100%|██████████| 1/1 [00:00<00:00, 530.39it/s, v_num=3]
Epoch 281: 100%|██████████| 1/1 [00:00<00:00, 475.71it/s, v_num=3]
Epoch 281: 100%|██████████| 1/1 [00:00<00:00, 250.54it/s, v_num=3]
Epoch 281:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 282:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 282: 100%|██████████| 1/1 [00:00<00:00, 553.34it/s, v_num=3]
Epoch 282: 100%|██████████| 1/1 [00:00<00:00, 493.97it/s, v_num=3]
Epoch 282: 100%|██████████| 1/1 [00:00<00:00, 252.97it/s, v_num=3]
Epoch 282:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 283:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 283: 100%|██████████| 1/1 [00:00<00:00, 491.42it/s, v_num=3]
Epoch 283: 100%|██████████| 1/1 [00:00<00:00, 441.92it/s, v_num=3]
Epoch 283: 100%|██████████| 1/1 [00:00<00:00, 241.90it/s, v_num=3]
Epoch 283:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 284:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 284: 100%|██████████| 1/1 [00:00<00:00, 551.37it/s, v_num=3]
Epoch 284: 100%|██████████| 1/1 [00:00<00:00, 492.40it/s, v_num=3]
Epoch 284: 100%|██████████| 1/1 [00:00<00:00, 251.77it/s, v_num=3]
Epoch 284:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 285:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 285: 100%|██████████| 1/1 [00:00<00:00, 529.12it/s, v_num=3]
Epoch 285: 100%|██████████| 1/1 [00:00<00:00, 474.47it/s, v_num=3]
Epoch 285: 100%|██████████| 1/1 [00:00<00:00, 250.24it/s, v_num=3]
Epoch 285:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 286:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 286: 100%|██████████| 1/1 [00:00<00:00, 548.35it/s, v_num=3]
Epoch 286: 100%|██████████| 1/1 [00:00<00:00, 489.65it/s, v_num=3]
Epoch 286: 100%|██████████| 1/1 [00:00<00:00, 251.10it/s, v_num=3]
Epoch 286:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 287:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 287: 100%|██████████| 1/1 [00:00<00:00, 558.42it/s, v_num=3]
Epoch 287: 100%|██████████| 1/1 [00:00<00:00, 487.99it/s, v_num=3]
Epoch 287: 100%|██████████| 1/1 [00:00<00:00, 254.40it/s, v_num=3]
Epoch 287:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 288:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 288: 100%|██████████| 1/1 [00:00<00:00, 547.13it/s, v_num=3]
Epoch 288: 100%|██████████| 1/1 [00:00<00:00, 489.19it/s, v_num=3]
Epoch 288: 100%|██████████| 1/1 [00:00<00:00, 256.96it/s, v_num=3]
Epoch 288:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 289:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 289: 100%|██████████| 1/1 [00:00<00:00, 571.20it/s, v_num=3]
Epoch 289: 100%|██████████| 1/1 [00:00<00:00, 508.34it/s, v_num=3]
Epoch 289: 100%|██████████| 1/1 [00:00<00:00, 257.87it/s, v_num=3]
Epoch 289:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 290:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 290: 100%|██████████| 1/1 [00:00<00:00, 554.80it/s, v_num=3]
Epoch 290: 100%|██████████| 1/1 [00:00<00:00, 495.31it/s, v_num=3]
Epoch 290: 100%|██████████| 1/1 [00:00<00:00, 259.50it/s, v_num=3]
Epoch 290:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 291:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 291: 100%|██████████| 1/1 [00:00<00:00, 574.72it/s, v_num=3]
Epoch 291: 100%|██████████| 1/1 [00:00<00:00, 511.69it/s, v_num=3]
Epoch 291: 100%|██████████| 1/1 [00:00<00:00, 261.36it/s, v_num=3]
Epoch 291:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 292:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 292: 100%|██████████| 1/1 [00:00<00:00, 573.78it/s, v_num=3]
Epoch 292: 100%|██████████| 1/1 [00:00<00:00, 510.82it/s, v_num=3]
Epoch 292: 100%|██████████| 1/1 [00:00<00:00, 260.29it/s, v_num=3]
Epoch 292:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 293:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 293: 100%|██████████| 1/1 [00:00<00:00, 564.97it/s, v_num=3]
Epoch 293: 100%|██████████| 1/1 [00:00<00:00, 503.34it/s, v_num=3]
Epoch 293: 100%|██████████| 1/1 [00:00<00:00, 261.20it/s, v_num=3]
Epoch 293:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 294:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 294: 100%|██████████| 1/1 [00:00<00:00, 579.40it/s, v_num=3]
Epoch 294: 100%|██████████| 1/1 [00:00<00:00, 515.40it/s, v_num=3]
Epoch 294: 100%|██████████| 1/1 [00:00<00:00, 261.05it/s, v_num=3]
Epoch 294:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 295:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 295: 100%|██████████| 1/1 [00:00<00:00, 574.48it/s, v_num=3]
Epoch 295: 100%|██████████| 1/1 [00:00<00:00, 507.72it/s, v_num=3]
Epoch 295: 100%|██████████| 1/1 [00:00<00:00, 259.81it/s, v_num=3]
Epoch 295:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 296:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 296: 100%|██████████| 1/1 [00:00<00:00, 566.80it/s, v_num=3]
Epoch 296: 100%|██████████| 1/1 [00:00<00:00, 505.34it/s, v_num=3]
Epoch 296: 100%|██████████| 1/1 [00:00<00:00, 261.96it/s, v_num=3]
Epoch 296:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 297:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 297: 100%|██████████| 1/1 [00:00<00:00, 579.24it/s, v_num=3]
Epoch 297: 100%|██████████| 1/1 [00:00<00:00, 515.27it/s, v_num=3]
Epoch 297: 100%|██████████| 1/1 [00:00<00:00, 262.28it/s, v_num=3]
Epoch 297:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 298:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 298: 100%|██████████| 1/1 [00:00<00:00, 567.56it/s, v_num=3]
Epoch 298: 100%|██████████| 1/1 [00:00<00:00, 505.22it/s, v_num=3]
Epoch 298: 100%|██████████| 1/1 [00:00<00:00, 262.13it/s, v_num=3]
Epoch 298:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 299:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 299: 100%|██████████| 1/1 [00:00<00:00, 564.51it/s, v_num=3]
Epoch 299: 100%|██████████| 1/1 [00:00<00:00, 502.79it/s, v_num=3]
Epoch 299: 100%|██████████| 1/1 [00:00<00:00, 190.81it/s, v_num=3]
Epoch 299:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 300:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 300: 100%|██████████| 1/1 [00:00<00:00, 554.95it/s, v_num=3]
Epoch 300: 100%|██████████| 1/1 [00:00<00:00, 495.37it/s, v_num=3]
Epoch 300: 100%|██████████| 1/1 [00:00<00:00, 257.86it/s, v_num=3]
Epoch 300:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 301:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 301: 100%|██████████| 1/1 [00:00<00:00, 575.59it/s, v_num=3]
Epoch 301: 100%|██████████| 1/1 [00:00<00:00, 512.56it/s, v_num=3]
Epoch 301: 100%|██████████| 1/1 [00:00<00:00, 260.35it/s, v_num=3]
Epoch 301:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 302:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 302: 100%|██████████| 1/1 [00:00<00:00, 575.51it/s, v_num=3]
Epoch 302: 100%|██████████| 1/1 [00:00<00:00, 512.06it/s, v_num=3]
Epoch 302: 100%|██████████| 1/1 [00:00<00:00, 259.85it/s, v_num=3]
Epoch 302:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 303:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 303: 100%|██████████| 1/1 [00:00<00:00, 547.34it/s, v_num=3]
Epoch 303: 100%|██████████| 1/1 [00:00<00:00, 489.19it/s, v_num=3]
Epoch 303: 100%|██████████| 1/1 [00:00<00:00, 257.21it/s, v_num=3]
Epoch 303:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 304:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 304: 100%|██████████| 1/1 [00:00<00:00, 577.73it/s, v_num=3]
Epoch 304: 100%|██████████| 1/1 [00:00<00:00, 513.38it/s, v_num=3]
Epoch 304: 100%|██████████| 1/1 [00:00<00:00, 260.31it/s, v_num=3]
Epoch 304:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 305:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 305: 100%|██████████| 1/1 [00:00<00:00, 577.89it/s, v_num=3]
Epoch 305: 100%|██████████| 1/1 [00:00<00:00, 492.58it/s, v_num=3]
Epoch 305: 100%|██████████| 1/1 [00:00<00:00, 242.82it/s, v_num=3]
Epoch 305:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 306:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 306: 100%|██████████| 1/1 [00:00<00:00, 557.16it/s, v_num=3]
Epoch 306: 100%|██████████| 1/1 [00:00<00:00, 497.13it/s, v_num=3]
Epoch 306: 100%|██████████| 1/1 [00:00<00:00, 258.72it/s, v_num=3]
Epoch 306:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 307:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 307: 100%|██████████| 1/1 [00:00<00:00, 577.57it/s, v_num=3]
Epoch 307: 100%|██████████| 1/1 [00:00<00:00, 513.32it/s, v_num=3]
Epoch 307: 100%|██████████| 1/1 [00:00<00:00, 258.96it/s, v_num=3]
Epoch 307:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 308:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 308: 100%|██████████| 1/1 [00:00<00:00, 560.21it/s, v_num=3]
Epoch 308: 100%|██████████| 1/1 [00:00<00:00, 499.68it/s, v_num=3]
Epoch 308: 100%|██████████| 1/1 [00:00<00:00, 257.15it/s, v_num=3]
Epoch 308:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 309:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 309: 100%|██████████| 1/1 [00:00<00:00, 509.20it/s, v_num=3]
Epoch 309: 100%|██████████| 1/1 [00:00<00:00, 455.51it/s, v_num=3]
Epoch 309: 100%|██████████| 1/1 [00:00<00:00, 245.30it/s, v_num=3]
Epoch 309:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 310:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 310: 100%|██████████| 1/1 [00:00<00:00, 559.69it/s, v_num=3]
Epoch 310: 100%|██████████| 1/1 [00:00<00:00, 498.61it/s, v_num=3]
Epoch 310: 100%|██████████| 1/1 [00:00<00:00, 260.19it/s, v_num=3]
Epoch 310:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 311:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 311: 100%|██████████| 1/1 [00:00<00:00, 521.10it/s, v_num=3]
Epoch 311: 100%|██████████| 1/1 [00:00<00:00, 468.48it/s, v_num=3]
Epoch 311: 100%|██████████| 1/1 [00:00<00:00, 250.96it/s, v_num=3]
Epoch 311:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 312:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 312: 100%|██████████| 1/1 [00:00<00:00, 575.82it/s, v_num=3]
Epoch 312: 100%|██████████| 1/1 [00:00<00:00, 512.25it/s, v_num=3]
Epoch 312: 100%|██████████| 1/1 [00:00<00:00, 259.47it/s, v_num=3]
Epoch 312:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 313:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 313: 100%|██████████| 1/1 [00:00<00:00, 555.83it/s, v_num=3]
Epoch 313: 100%|██████████| 1/1 [00:00<00:00, 495.90it/s, v_num=3]
Epoch 313: 100%|██████████| 1/1 [00:00<00:00, 259.07it/s, v_num=3]
Epoch 313:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 314:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 314: 100%|██████████| 1/1 [00:00<00:00, 579.16it/s, v_num=3]
Epoch 314: 100%|██████████| 1/1 [00:00<00:00, 515.02it/s, v_num=3]
Epoch 314: 100%|██████████| 1/1 [00:00<00:00, 248.11it/s, v_num=3]
Epoch 314:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 315:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 315: 100%|██████████| 1/1 [00:00<00:00, 564.97it/s, v_num=3]
Epoch 315: 100%|██████████| 1/1 [00:00<00:00, 502.61it/s, v_num=3]
Epoch 315: 100%|██████████| 1/1 [00:00<00:00, 260.47it/s, v_num=3]
Epoch 315:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 316:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 316: 100%|██████████| 1/1 [00:00<00:00, 559.76it/s, v_num=3]
Epoch 316: 100%|██████████| 1/1 [00:00<00:00, 499.20it/s, v_num=3]
Epoch 316: 100%|██████████| 1/1 [00:00<00:00, 260.27it/s, v_num=3]
Epoch 316:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 317:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 317: 100%|██████████| 1/1 [00:00<00:00, 579.16it/s, v_num=3]
Epoch 317: 100%|██████████| 1/1 [00:00<00:00, 514.39it/s, v_num=3]
Epoch 317: 100%|██████████| 1/1 [00:00<00:00, 259.77it/s, v_num=3]
Epoch 317:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 318:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 318: 100%|██████████| 1/1 [00:00<00:00, 563.90it/s, v_num=3]
Epoch 318: 100%|██████████| 1/1 [00:00<00:00, 502.97it/s, v_num=3]
Epoch 318: 100%|██████████| 1/1 [00:00<00:00, 257.71it/s, v_num=3]
Epoch 318:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 319:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 319: 100%|██████████| 1/1 [00:00<00:00, 580.21it/s, v_num=3]
Epoch 319: 100%|██████████| 1/1 [00:00<00:00, 515.33it/s, v_num=3]
Epoch 319: 100%|██████████| 1/1 [00:00<00:00, 262.54it/s, v_num=3]
Epoch 319:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 320:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 320: 100%|██████████| 1/1 [00:00<00:00, 579.00it/s, v_num=3]
Epoch 320: 100%|██████████| 1/1 [00:00<00:00, 515.27it/s, v_num=3]
Epoch 320: 100%|██████████| 1/1 [00:00<00:00, 261.77it/s, v_num=3]
Epoch 320:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 321:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 321: 100%|██████████| 1/1 [00:00<00:00, 562.77it/s, v_num=3]
Epoch 321: 100%|██████████| 1/1 [00:00<00:00, 501.83it/s, v_num=3]
Epoch 321: 100%|██████████| 1/1 [00:00<00:00, 259.55it/s, v_num=3]
Epoch 321:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 322:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 322: 100%|██████████| 1/1 [00:00<00:00, 574.72it/s, v_num=3]
Epoch 322: 100%|██████████| 1/1 [00:00<00:00, 510.63it/s, v_num=3]
Epoch 322: 100%|██████████| 1/1 [00:00<00:00, 260.32it/s, v_num=3]
Epoch 322:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 323:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 323: 100%|██████████| 1/1 [00:00<00:00, 574.09it/s, v_num=3]
Epoch 323: 100%|██████████| 1/1 [00:00<00:00, 500.39it/s, v_num=3]
Epoch 323: 100%|██████████| 1/1 [00:00<00:00, 259.52it/s, v_num=3]
Epoch 323:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 324:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 324: 100%|██████████| 1/1 [00:00<00:00, 564.21it/s, v_num=3]
Epoch 324: 100%|██████████| 1/1 [00:00<00:00, 502.97it/s, v_num=3]
Epoch 324: 100%|██████████| 1/1 [00:00<00:00, 261.46it/s, v_num=3]
Epoch 324:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 325:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 325: 100%|██████████| 1/1 [00:00<00:00, 576.77it/s, v_num=3]
Epoch 325: 100%|██████████| 1/1 [00:00<00:00, 513.00it/s, v_num=3]
Epoch 325: 100%|██████████| 1/1 [00:00<00:00, 260.18it/s, v_num=3]
Epoch 325:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 326:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 326: 100%|██████████| 1/1 [00:00<00:00, 558.64it/s, v_num=3]
Epoch 326: 100%|██████████| 1/1 [00:00<00:00, 498.49it/s, v_num=3]
Epoch 326: 100%|██████████| 1/1 [00:00<00:00, 258.59it/s, v_num=3]
Epoch 326:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 327:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 327: 100%|██████████| 1/1 [00:00<00:00, 578.84it/s, v_num=3]
Epoch 327: 100%|██████████| 1/1 [00:00<00:00, 514.26it/s, v_num=3]
Epoch 327: 100%|██████████| 1/1 [00:00<00:00, 263.54it/s, v_num=3]
Epoch 327:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 328:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 328: 100%|██████████| 1/1 [00:00<00:00, 579.72it/s, v_num=3]
Epoch 328: 100%|██████████| 1/1 [00:00<00:00, 514.45it/s, v_num=3]
Epoch 328: 100%|██████████| 1/1 [00:00<00:00, 253.55it/s, v_num=3]
Epoch 328:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 329:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 329: 100%|██████████| 1/1 [00:00<00:00, 560.81it/s, v_num=3]
Epoch 329: 100%|██████████| 1/1 [00:00<00:00, 500.39it/s, v_num=3]
Epoch 329: 100%|██████████| 1/1 [00:00<00:00, 260.77it/s, v_num=3]
Epoch 329:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 330:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 330: 100%|██████████| 1/1 [00:00<00:00, 576.93it/s, v_num=3]
Epoch 330: 100%|██████████| 1/1 [00:00<00:00, 512.50it/s, v_num=3]
Epoch 330: 100%|██████████| 1/1 [00:00<00:00, 259.44it/s, v_num=3]
Epoch 330:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 331:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 331: 100%|██████████| 1/1 [00:00<00:00, 580.77it/s, v_num=3]
Epoch 331: 100%|██████████| 1/1 [00:00<00:00, 502.19it/s, v_num=3]
Epoch 331: 100%|██████████| 1/1 [00:00<00:00, 260.00it/s, v_num=3]
Epoch 331:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 332:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 332: 100%|██████████| 1/1 [00:00<00:00, 562.39it/s, v_num=3]
Epoch 332: 100%|██████████| 1/1 [00:00<00:00, 501.65it/s, v_num=3]
Epoch 332: 100%|██████████| 1/1 [00:00<00:00, 261.10it/s, v_num=3]
Epoch 332:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 333:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 333: 100%|██████████| 1/1 [00:00<00:00, 580.93it/s, v_num=3]
Epoch 333: 100%|██████████| 1/1 [00:00<00:00, 515.97it/s, v_num=3]
Epoch 333: 100%|██████████| 1/1 [00:00<00:00, 261.46it/s, v_num=3]
Epoch 333:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 334:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 334: 100%|██████████| 1/1 [00:00<00:00, 564.66it/s, v_num=3]
Epoch 334: 100%|██████████| 1/1 [00:00<00:00, 503.58it/s, v_num=3]
Epoch 334: 100%|██████████| 1/1 [00:00<00:00, 260.55it/s, v_num=3]
Epoch 334:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 335:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 335: 100%|██████████| 1/1 [00:00<00:00, 565.19it/s, v_num=3]
Epoch 335: 100%|██████████| 1/1 [00:00<00:00, 503.22it/s, v_num=3]
Epoch 335: 100%|██████████| 1/1 [00:00<00:00, 261.07it/s, v_num=3]
Epoch 335:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 336:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 336: 100%|██████████| 1/1 [00:00<00:00, 580.37it/s, v_num=3]
Epoch 336: 100%|██████████| 1/1 [00:00<00:00, 515.84it/s, v_num=3]
Epoch 336: 100%|██████████| 1/1 [00:00<00:00, 260.10it/s, v_num=3]
Epoch 336:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 337:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 337: 100%|██████████| 1/1 [00:00<00:00, 563.22it/s, v_num=3]
Epoch 337: 100%|██████████| 1/1 [00:00<00:00, 502.19it/s, v_num=3]
Epoch 337: 100%|██████████| 1/1 [00:00<00:00, 260.89it/s, v_num=3]
Epoch 337:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 338:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 338: 100%|██████████| 1/1 [00:00<00:00, 570.19it/s, v_num=3]
Epoch 338: 100%|██████████| 1/1 [00:00<00:00, 507.66it/s, v_num=3]
Epoch 338: 100%|██████████| 1/1 [00:00<00:00, 253.91it/s, v_num=3]
Epoch 338:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 339:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 339: 100%|██████████| 1/1 [00:00<00:00, 557.38it/s, v_num=3]
Epoch 339: 100%|██████████| 1/1 [00:00<00:00, 494.61it/s, v_num=3]
Epoch 339: 100%|██████████| 1/1 [00:00<00:00, 254.74it/s, v_num=3]
Epoch 339:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 340:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 340: 100%|██████████| 1/1 [00:00<00:00, 534.51it/s, v_num=3]
Epoch 340: 100%|██████████| 1/1 [00:00<00:00, 479.40it/s, v_num=3]
Epoch 340: 100%|██████████| 1/1 [00:00<00:00, 253.03it/s, v_num=3]
Epoch 340:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 341:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 341: 100%|██████████| 1/1 [00:00<00:00, 557.75it/s, v_num=3]
Epoch 341: 100%|██████████| 1/1 [00:00<00:00, 497.66it/s, v_num=3]
Epoch 341: 100%|██████████| 1/1 [00:00<00:00, 252.65it/s, v_num=3]
Epoch 341:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 342:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 342: 100%|██████████| 1/1 [00:00<00:00, 543.59it/s, v_num=3]
Epoch 342: 100%|██████████| 1/1 [00:00<00:00, 486.80it/s, v_num=3]
Epoch 342: 100%|██████████| 1/1 [00:00<00:00, 253.92it/s, v_num=3]
Epoch 342:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 343:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 343: 100%|██████████| 1/1 [00:00<00:00, 560.06it/s, v_num=3]
Epoch 343: 100%|██████████| 1/1 [00:00<00:00, 499.86it/s, v_num=3]
Epoch 343: 100%|██████████| 1/1 [00:00<00:00, 255.21it/s, v_num=3]
Epoch 343:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 344:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 344: 100%|██████████| 1/1 [00:00<00:00, 562.39it/s, v_num=3]
Epoch 344: 100%|██████████| 1/1 [00:00<00:00, 489.19it/s, v_num=3]
Epoch 344: 100%|██████████| 1/1 [00:00<00:00, 254.62it/s, v_num=3]
Epoch 344:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 345:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 345: 100%|██████████| 1/1 [00:00<00:00, 550.14it/s, v_num=3]
Epoch 345: 100%|██████████| 1/1 [00:00<00:00, 491.65it/s, v_num=3]
Epoch 345: 100%|██████████| 1/1 [00:00<00:00, 256.89it/s, v_num=3]
Epoch 345:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 346:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 346: 100%|██████████| 1/1 [00:00<00:00, 566.34it/s, v_num=3]
Epoch 346: 100%|██████████| 1/1 [00:00<00:00, 504.67it/s, v_num=3]
Epoch 346: 100%|██████████| 1/1 [00:00<00:00, 257.59it/s, v_num=3]
Epoch 346:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 347:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 347: 100%|██████████| 1/1 [00:00<00:00, 555.24it/s, v_num=3]
Epoch 347: 100%|██████████| 1/1 [00:00<00:00, 495.55it/s, v_num=3]
Epoch 347: 100%|██████████| 1/1 [00:00<00:00, 258.13it/s, v_num=3]
Epoch 347:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 348:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 348: 100%|██████████| 1/1 [00:00<00:00, 555.91it/s, v_num=3]
Epoch 348: 100%|██████████| 1/1 [00:00<00:00, 495.84it/s, v_num=3]
Epoch 348: 100%|██████████| 1/1 [00:00<00:00, 255.81it/s, v_num=3]
Epoch 348:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 349:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 349: 100%|██████████| 1/1 [00:00<00:00, 574.17it/s, v_num=3]
Epoch 349: 100%|██████████| 1/1 [00:00<00:00, 507.11it/s, v_num=3]
Epoch 349: 100%|██████████| 1/1 [00:00<00:00, 224.81it/s, v_num=3]
Epoch 349:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 350:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 350: 100%|██████████| 1/1 [00:00<00:00, 569.34it/s, v_num=3]
Epoch 350: 100%|██████████| 1/1 [00:00<00:00, 507.05it/s, v_num=3]
Epoch 350: 100%|██████████| 1/1 [00:00<00:00, 257.90it/s, v_num=3]
Epoch 350:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 351:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 351: 100%|██████████| 1/1 [00:00<00:00, 571.59it/s, v_num=3]
Epoch 351: 100%|██████████| 1/1 [00:00<00:00, 508.83it/s, v_num=3]
Epoch 351: 100%|██████████| 1/1 [00:00<00:00, 258.45it/s, v_num=3]
Epoch 351:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 352:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 352: 100%|██████████| 1/1 [00:00<00:00, 558.79it/s, v_num=3]
Epoch 352: 100%|██████████| 1/1 [00:00<00:00, 498.61it/s, v_num=3]
Epoch 352: 100%|██████████| 1/1 [00:00<00:00, 259.74it/s, v_num=3]
Epoch 352:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 353:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 353: 100%|██████████| 1/1 [00:00<00:00, 568.26it/s, v_num=3]
Epoch 353: 100%|██████████| 1/1 [00:00<00:00, 506.19it/s, v_num=3]
Epoch 353: 100%|██████████| 1/1 [00:00<00:00, 258.03it/s, v_num=3]
Epoch 353:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 354:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 354: 100%|██████████| 1/1 [00:00<00:00, 563.75it/s, v_num=3]
Epoch 354: 100%|██████████| 1/1 [00:00<00:00, 493.04it/s, v_num=3]
Epoch 354: 100%|██████████| 1/1 [00:00<00:00, 256.96it/s, v_num=3]
Epoch 354:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 355:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 355: 100%|██████████| 1/1 [00:00<00:00, 558.94it/s, v_num=3]
Epoch 355: 100%|██████████| 1/1 [00:00<00:00, 498.55it/s, v_num=3]
Epoch 355: 100%|██████████| 1/1 [00:00<00:00, 259.34it/s, v_num=3]
Epoch 355:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 356:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 356: 100%|██████████| 1/1 [00:00<00:00, 571.51it/s, v_num=3]
Epoch 356: 100%|██████████| 1/1 [00:00<00:00, 509.02it/s, v_num=3]
Epoch 356: 100%|██████████| 1/1 [00:00<00:00, 255.36it/s, v_num=3]
Epoch 356:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 357:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 357: 100%|██████████| 1/1 [00:00<00:00, 556.79it/s, v_num=3]
Epoch 357: 100%|██████████| 1/1 [00:00<00:00, 497.01it/s, v_num=3]
Epoch 357: 100%|██████████| 1/1 [00:00<00:00, 243.67it/s, v_num=3]
Epoch 357:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 358:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 358: 100%|██████████| 1/1 [00:00<00:00, 546.56it/s, v_num=3]
Epoch 358: 100%|██████████| 1/1 [00:00<00:00, 489.02it/s, v_num=3]
Epoch 358: 100%|██████████| 1/1 [00:00<00:00, 251.52it/s, v_num=3]
Epoch 358:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 359:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 359: 100%|██████████| 1/1 [00:00<00:00, 563.15it/s, v_num=3]
Epoch 359: 100%|██████████| 1/1 [00:00<00:00, 493.51it/s, v_num=3]
Epoch 359: 100%|██████████| 1/1 [00:00<00:00, 256.61it/s, v_num=3]
Epoch 359:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 360:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 360: 100%|██████████| 1/1 [00:00<00:00, 558.12it/s, v_num=3]
Epoch 360: 100%|██████████| 1/1 [00:00<00:00, 498.08it/s, v_num=3]
Epoch 360: 100%|██████████| 1/1 [00:00<00:00, 259.24it/s, v_num=3]
Epoch 360:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 361:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 361: 100%|██████████| 1/1 [00:00<00:00, 572.76it/s, v_num=3]
Epoch 361: 100%|██████████| 1/1 [00:00<00:00, 509.33it/s, v_num=3]
Epoch 361: 100%|██████████| 1/1 [00:00<00:00, 257.75it/s, v_num=3]
Epoch 361:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 362:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 362: 100%|██████████| 1/1 [00:00<00:00, 555.98it/s, v_num=3]
Epoch 362: 100%|██████████| 1/1 [00:00<00:00, 496.31it/s, v_num=3]
Epoch 362: 100%|██████████| 1/1 [00:00<00:00, 258.64it/s, v_num=3]
Epoch 362:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 363:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 363: 100%|██████████| 1/1 [00:00<00:00, 569.65it/s, v_num=3]
Epoch 363: 100%|██████████| 1/1 [00:00<00:00, 506.80it/s, v_num=3]
Epoch 363: 100%|██████████| 1/1 [00:00<00:00, 258.81it/s, v_num=3]
Epoch 363:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 364:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 364: 100%|██████████| 1/1 [00:00<00:00, 572.52it/s, v_num=3]
Epoch 364: 100%|██████████| 1/1 [00:00<00:00, 509.82it/s, v_num=3]
Epoch 364: 100%|██████████| 1/1 [00:00<00:00, 258.88it/s, v_num=3]
Epoch 364:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 365:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 365: 100%|██████████| 1/1 [00:00<00:00, 554.14it/s, v_num=3]
Epoch 365: 100%|██████████| 1/1 [00:00<00:00, 494.79it/s, v_num=3]
Epoch 365: 100%|██████████| 1/1 [00:00<00:00, 257.75it/s, v_num=3]
Epoch 365:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 366:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 366: 100%|██████████| 1/1 [00:00<00:00, 574.01it/s, v_num=3]
Epoch 366: 100%|██████████| 1/1 [00:00<00:00, 510.57it/s, v_num=3]
Epoch 366: 100%|██████████| 1/1 [00:00<00:00, 260.03it/s, v_num=3]
Epoch 366:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 367:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 367: 100%|██████████| 1/1 [00:00<00:00, 570.50it/s, v_num=3]
Epoch 367: 100%|██████████| 1/1 [00:00<00:00, 499.14it/s, v_num=3]
Epoch 367: 100%|██████████| 1/1 [00:00<00:00, 259.34it/s, v_num=3]
Epoch 367:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 368:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 368: 100%|██████████| 1/1 [00:00<00:00, 553.92it/s, v_num=3]
Epoch 368: 100%|██████████| 1/1 [00:00<00:00, 494.79it/s, v_num=3]
Epoch 368: 100%|██████████| 1/1 [00:00<00:00, 257.52it/s, v_num=3]
Epoch 368:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 369:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 369: 100%|██████████| 1/1 [00:00<00:00, 567.33it/s, v_num=3]
Epoch 369: 100%|██████████| 1/1 [00:00<00:00, 505.34it/s, v_num=3]
Epoch 369: 100%|██████████| 1/1 [00:00<00:00, 256.88it/s, v_num=3]
Epoch 369:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 370:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 370: 100%|██████████| 1/1 [00:00<00:00, 550.65it/s, v_num=3]
Epoch 370: 100%|██████████| 1/1 [00:00<00:00, 491.71it/s, v_num=3]
Epoch 370: 100%|██████████| 1/1 [00:00<00:00, 256.80it/s, v_num=3]
Epoch 370:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 371:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 371: 100%|██████████| 1/1 [00:00<00:00, 571.43it/s, v_num=3]
Epoch 371: 100%|██████████| 1/1 [00:00<00:00, 508.65it/s, v_num=3]
Epoch 371: 100%|██████████| 1/1 [00:00<00:00, 258.80it/s, v_num=3]
Epoch 371:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 372:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 372: 100%|██████████| 1/1 [00:00<00:00, 571.82it/s, v_num=3]
Epoch 372: 100%|██████████| 1/1 [00:00<00:00, 508.89it/s, v_num=3]
Epoch 372: 100%|██████████| 1/1 [00:00<00:00, 259.71it/s, v_num=3]
Epoch 372:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 373:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 373: 100%|██████████| 1/1 [00:00<00:00, 551.16it/s, v_num=3]
Epoch 373: 100%|██████████| 1/1 [00:00<00:00, 492.58it/s, v_num=3]
Epoch 373: 100%|██████████| 1/1 [00:00<00:00, 238.90it/s, v_num=3]
Epoch 373:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 374:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 374: 100%|██████████| 1/1 [00:00<00:00, 565.88it/s, v_num=3]
Epoch 374: 100%|██████████| 1/1 [00:00<00:00, 504.67it/s, v_num=3]
Epoch 374: 100%|██████████| 1/1 [00:00<00:00, 255.36it/s, v_num=3]
Epoch 374:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 375:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 375: 100%|██████████| 1/1 [00:00<00:00, 549.21it/s, v_num=3]
Epoch 375: 100%|██████████| 1/1 [00:00<00:00, 491.19it/s, v_num=3]
Epoch 375: 100%|██████████| 1/1 [00:00<00:00, 256.86it/s, v_num=3]
Epoch 375:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 376:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 376: 100%|██████████| 1/1 [00:00<00:00, 568.64it/s, v_num=3]
Epoch 376: 100%|██████████| 1/1 [00:00<00:00, 506.80it/s, v_num=3]
Epoch 376: 100%|██████████| 1/1 [00:00<00:00, 258.72it/s, v_num=3]
Epoch 376:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 377:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 377: 100%|██████████| 1/1 [00:00<00:00, 569.96it/s, v_num=3]
Epoch 377: 100%|██████████| 1/1 [00:00<00:00, 507.66it/s, v_num=3]
Epoch 377: 100%|██████████| 1/1 [00:00<00:00, 258.29it/s, v_num=3]
Epoch 377:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 378:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 378: 100%|██████████| 1/1 [00:00<00:00, 556.35it/s, v_num=3]
Epoch 378: 100%|██████████| 1/1 [00:00<00:00, 496.43it/s, v_num=3]
Epoch 378: 100%|██████████| 1/1 [00:00<00:00, 259.08it/s, v_num=3]
Epoch 378:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 379:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 379: 100%|██████████| 1/1 [00:00<00:00, 570.03it/s, v_num=3]
Epoch 379: 100%|██████████| 1/1 [00:00<00:00, 507.66it/s, v_num=3]
Epoch 379: 100%|██████████| 1/1 [00:00<00:00, 258.32it/s, v_num=3]
Epoch 379:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 380:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 380: 100%|██████████| 1/1 [00:00<00:00, 540.36it/s, v_num=3]
Epoch 380: 100%|██████████| 1/1 [00:00<00:00, 484.11it/s, v_num=3]
Epoch 380: 100%|██████████| 1/1 [00:00<00:00, 253.29it/s, v_num=3]
Epoch 380:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 381:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 381: 100%|██████████| 1/1 [00:00<00:00, 570.03it/s, v_num=3]
Epoch 381: 100%|██████████| 1/1 [00:00<00:00, 507.78it/s, v_num=3]
Epoch 381: 100%|██████████| 1/1 [00:00<00:00, 261.10it/s, v_num=3]
Epoch 381:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 382:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 382: 100%|██████████| 1/1 [00:00<00:00, 572.84it/s, v_num=3]
Epoch 382: 100%|██████████| 1/1 [00:00<00:00, 510.13it/s, v_num=3]
Epoch 382: 100%|██████████| 1/1 [00:00<00:00, 259.37it/s, v_num=3]
Epoch 382:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 383:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 383: 100%|██████████| 1/1 [00:00<00:00, 552.54it/s, v_num=3]
Epoch 383: 100%|██████████| 1/1 [00:00<00:00, 493.10it/s, v_num=3]
Epoch 383: 100%|██████████| 1/1 [00:00<00:00, 254.22it/s, v_num=3]
Epoch 383:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 384:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 384: 100%|██████████| 1/1 [00:00<00:00, 569.96it/s, v_num=3]
Epoch 384: 100%|██████████| 1/1 [00:00<00:00, 507.23it/s, v_num=3]
Epoch 384: 100%|██████████| 1/1 [00:00<00:00, 257.75it/s, v_num=3]
Epoch 384:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 385:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 385: 100%|██████████| 1/1 [00:00<00:00, 563.98it/s, v_num=3]
Epoch 385: 100%|██████████| 1/1 [00:00<00:00, 495.66it/s, v_num=3]
Epoch 385: 100%|██████████| 1/1 [00:00<00:00, 256.09it/s, v_num=3]
Epoch 385:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 386:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 386: 100%|██████████| 1/1 [00:00<00:00, 549.28it/s, v_num=3]
Epoch 386: 100%|██████████| 1/1 [00:00<00:00, 490.22it/s, v_num=3]
Epoch 386: 100%|██████████| 1/1 [00:00<00:00, 256.23it/s, v_num=3]
Epoch 386:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 387:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 387: 100%|██████████| 1/1 [00:00<00:00, 570.81it/s, v_num=3]
Epoch 387: 100%|██████████| 1/1 [00:00<00:00, 508.15it/s, v_num=3]
Epoch 387: 100%|██████████| 1/1 [00:00<00:00, 257.71it/s, v_num=3]
Epoch 387:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 388:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 388: 100%|██████████| 1/1 [00:00<00:00, 556.79it/s, v_num=3]
Epoch 388: 100%|██████████| 1/1 [00:00<00:00, 497.13it/s, v_num=3]
Epoch 388: 100%|██████████| 1/1 [00:00<00:00, 257.90it/s, v_num=3]
Epoch 388:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 389:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 389: 100%|██████████| 1/1 [00:00<00:00, 559.54it/s, v_num=3]
Epoch 389: 100%|██████████| 1/1 [00:00<00:00, 498.91it/s, v_num=3]
Epoch 389: 100%|██████████| 1/1 [00:00<00:00, 255.55it/s, v_num=3]
Epoch 389:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 390:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 390: 100%|██████████| 1/1 [00:00<00:00, 566.72it/s, v_num=3]
Epoch 390: 100%|██████████| 1/1 [00:00<00:00, 495.96it/s, v_num=3]
Epoch 390: 100%|██████████| 1/1 [00:00<00:00, 254.94it/s, v_num=3]
Epoch 390:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 391:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 391: 100%|██████████| 1/1 [00:00<00:00, 550.65it/s, v_num=3]
Epoch 391: 100%|██████████| 1/1 [00:00<00:00, 492.17it/s, v_num=3]
Epoch 391: 100%|██████████| 1/1 [00:00<00:00, 255.77it/s, v_num=3]
Epoch 391:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 392:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 392: 100%|██████████| 1/1 [00:00<00:00, 561.49it/s, v_num=3]
Epoch 392: 100%|██████████| 1/1 [00:00<00:00, 500.63it/s, v_num=3]
Epoch 392: 100%|██████████| 1/1 [00:00<00:00, 255.16it/s, v_num=3]
Epoch 392:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 393:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 393: 100%|██████████| 1/1 [00:00<00:00, 542.81it/s, v_num=3]
Epoch 393: 100%|██████████| 1/1 [00:00<00:00, 485.73it/s, v_num=3]
Epoch 393: 100%|██████████| 1/1 [00:00<00:00, 254.68it/s, v_num=3]
Epoch 393:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 394:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 394: 100%|██████████| 1/1 [00:00<00:00, 567.10it/s, v_num=3]
Epoch 394: 100%|██████████| 1/1 [00:00<00:00, 506.07it/s, v_num=3]
Epoch 394: 100%|██████████| 1/1 [00:00<00:00, 258.21it/s, v_num=3]
Epoch 394:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 395:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 395: 100%|██████████| 1/1 [00:00<00:00, 563.45it/s, v_num=3]
Epoch 395: 100%|██████████| 1/1 [00:00<00:00, 502.25it/s, v_num=3]
Epoch 395: 100%|██████████| 1/1 [00:00<00:00, 256.97it/s, v_num=3]
Epoch 395:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 396:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 396: 100%|██████████| 1/1 [00:00<00:00, 552.17it/s, v_num=3]
Epoch 396: 100%|██████████| 1/1 [00:00<00:00, 493.27it/s, v_num=3]
Epoch 396: 100%|██████████| 1/1 [00:00<00:00, 257.73it/s, v_num=3]
Epoch 396:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 397:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 397: 100%|██████████| 1/1 [00:00<00:00, 568.95it/s, v_num=3]
Epoch 397: 100%|██████████| 1/1 [00:00<00:00, 506.25it/s, v_num=3]
Epoch 397: 100%|██████████| 1/1 [00:00<00:00, 253.80it/s, v_num=3]
Epoch 397:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 398:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 398: 100%|██████████| 1/1 [00:00<00:00, 554.44it/s, v_num=3]
Epoch 398: 100%|██████████| 1/1 [00:00<00:00, 495.43it/s, v_num=3]
Epoch 398: 100%|██████████| 1/1 [00:00<00:00, 257.57it/s, v_num=3]
Epoch 398:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 399:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 399: 100%|██████████| 1/1 [00:00<00:00, 569.80it/s, v_num=3]
Epoch 399: 100%|██████████| 1/1 [00:00<00:00, 507.11it/s, v_num=3]
Epoch 399: 100%|██████████| 1/1 [00:00<00:00, 191.82it/s, v_num=3]
Epoch 399:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 400:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 400: 100%|██████████| 1/1 [00:00<00:00, 545.28it/s, v_num=3]
Epoch 400: 100%|██████████| 1/1 [00:00<00:00, 487.88it/s, v_num=3]
Epoch 400: 100%|██████████| 1/1 [00:00<00:00, 254.69it/s, v_num=3]
Epoch 400:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 401:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 401: 100%|██████████| 1/1 [00:00<00:00, 566.26it/s, v_num=3]
Epoch 401: 100%|██████████| 1/1 [00:00<00:00, 504.24it/s, v_num=3]
Epoch 401: 100%|██████████| 1/1 [00:00<00:00, 256.93it/s, v_num=3]
Epoch 401:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 402:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 402: 100%|██████████| 1/1 [00:00<00:00, 571.35it/s, v_num=3]
Epoch 402: 100%|██████████| 1/1 [00:00<00:00, 498.31it/s, v_num=3]
Epoch 402: 100%|██████████| 1/1 [00:00<00:00, 258.46it/s, v_num=3]
Epoch 402:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 403:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 403: 100%|██████████| 1/1 [00:00<00:00, 557.31it/s, v_num=3]
Epoch 403: 100%|██████████| 1/1 [00:00<00:00, 497.07it/s, v_num=3]
Epoch 403: 100%|██████████| 1/1 [00:00<00:00, 259.13it/s, v_num=3]
Epoch 403:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 404:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 404: 100%|██████████| 1/1 [00:00<00:00, 574.96it/s, v_num=3]
Epoch 404: 100%|██████████| 1/1 [00:00<00:00, 510.82it/s, v_num=3]
Epoch 404: 100%|██████████| 1/1 [00:00<00:00, 259.18it/s, v_num=3]
Epoch 404:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 405:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 405: 100%|██████████| 1/1 [00:00<00:00, 560.44it/s, v_num=3]
Epoch 405: 100%|██████████| 1/1 [00:00<00:00, 500.10it/s, v_num=3]
Epoch 405: 100%|██████████| 1/1 [00:00<00:00, 259.90it/s, v_num=3]
Epoch 405:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 406:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 406: 100%|██████████| 1/1 [00:00<00:00, 576.85it/s, v_num=3]
Epoch 406: 100%|██████████| 1/1 [00:00<00:00, 512.88it/s, v_num=3]
Epoch 406: 100%|██████████| 1/1 [00:00<00:00, 264.27it/s, v_num=3]
Epoch 406:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 407:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 407: 100%|██████████| 1/1 [00:00<00:00, 577.01it/s, v_num=3]
Epoch 407: 100%|██████████| 1/1 [00:00<00:00, 488.68it/s, v_num=3]
Epoch 407: 100%|██████████| 1/1 [00:00<00:00, 240.36it/s, v_num=3]
Epoch 407:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 408:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 408: 100%|██████████| 1/1 [00:00<00:00, 559.09it/s, v_num=3]
Epoch 408: 100%|██████████| 1/1 [00:00<00:00, 498.85it/s, v_num=3]
Epoch 408: 100%|██████████| 1/1 [00:00<00:00, 247.00it/s, v_num=3]
Epoch 408:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 409:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 409: 100%|██████████| 1/1 [00:00<00:00, 576.70it/s, v_num=3]
Epoch 409: 100%|██████████| 1/1 [00:00<00:00, 512.75it/s, v_num=3]
Epoch 409: 100%|██████████| 1/1 [00:00<00:00, 261.82it/s, v_num=3]
Epoch 409:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 410:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 410: 100%|██████████| 1/1 [00:00<00:00, 506.86it/s, v_num=3]
Epoch 410: 100%|██████████| 1/1 [00:00<00:00, 450.76it/s, v_num=3]
Epoch 410: 100%|██████████| 1/1 [00:00<00:00, 245.78it/s, v_num=3]
Epoch 410:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 411:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 411: 100%|██████████| 1/1 [00:00<00:00, 575.51it/s, v_num=3]
Epoch 411: 100%|██████████| 1/1 [00:00<00:00, 511.94it/s, v_num=3]
Epoch 411: 100%|██████████| 1/1 [00:00<00:00, 264.01it/s, v_num=3]
Epoch 411:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 412:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 412: 100%|██████████| 1/1 [00:00<00:00, 575.59it/s, v_num=3]
Epoch 412: 100%|██████████| 1/1 [00:00<00:00, 511.88it/s, v_num=3]
Epoch 412: 100%|██████████| 1/1 [00:00<00:00, 261.38it/s, v_num=3]
Epoch 412:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 413:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 413: 100%|██████████| 1/1 [00:00<00:00, 563.30it/s, v_num=3]
Epoch 413: 100%|██████████| 1/1 [00:00<00:00, 486.35it/s, v_num=3]
Epoch 413: 100%|██████████| 1/1 [00:00<00:00, 246.61it/s, v_num=3]
Epoch 413:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 414:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 414: 100%|██████████| 1/1 [00:00<00:00, 594.94it/s, v_num=3]
Epoch 414: 100%|██████████| 1/1 [00:00<00:00, 526.99it/s, v_num=3]
Epoch 414: 100%|██████████| 1/1 [00:00<00:00, 263.91it/s, v_num=3]
Epoch 414:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 415:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 415: 100%|██████████| 1/1 [00:00<00:00, 562.47it/s, v_num=3]
Epoch 415: 100%|██████████| 1/1 [00:00<00:00, 501.29it/s, v_num=3]
Epoch 415: 100%|██████████| 1/1 [00:00<00:00, 260.71it/s, v_num=3]
Epoch 415:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 416:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 416: 100%|██████████| 1/1 [00:00<00:00, 521.87it/s, v_num=3]
Epoch 416: 100%|██████████| 1/1 [00:00<00:00, 469.06it/s, v_num=3]
Epoch 416: 100%|██████████| 1/1 [00:00<00:00, 251.85it/s, v_num=3]
Epoch 416:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 417:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 417: 100%|██████████| 1/1 [00:00<00:00, 559.61it/s, v_num=3]
Epoch 417: 100%|██████████| 1/1 [00:00<00:00, 499.56it/s, v_num=3]
Epoch 417: 100%|██████████| 1/1 [00:00<00:00, 243.73it/s, v_num=3]
Epoch 417:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 418:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 418: 100%|██████████| 1/1 [00:00<00:00, 548.35it/s, v_num=3]
Epoch 418: 100%|██████████| 1/1 [00:00<00:00, 490.39it/s, v_num=3]
Epoch 418: 100%|██████████| 1/1 [00:00<00:00, 256.97it/s, v_num=3]
Epoch 418:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 419:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 419: 100%|██████████| 1/1 [00:00<00:00, 566.34it/s, v_num=3]
Epoch 419: 100%|██████████| 1/1 [00:00<00:00, 504.37it/s, v_num=3]
Epoch 419: 100%|██████████| 1/1 [00:00<00:00, 256.83it/s, v_num=3]
Epoch 419:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 420:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 420: 100%|██████████| 1/1 [00:00<00:00, 553.19it/s, v_num=3]
Epoch 420: 100%|██████████| 1/1 [00:00<00:00, 494.15it/s, v_num=3]
Epoch 420: 100%|██████████| 1/1 [00:00<00:00, 258.52it/s, v_num=3]
Epoch 420:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 421:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 421: 100%|██████████| 1/1 [00:00<00:00, 568.41it/s, v_num=3]
Epoch 421: 100%|██████████| 1/1 [00:00<00:00, 505.70it/s, v_num=3]
Epoch 421: 100%|██████████| 1/1 [00:00<00:00, 260.84it/s, v_num=3]
Epoch 421:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 422:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 422: 100%|██████████| 1/1 [00:00<00:00, 560.74it/s, v_num=3]
Epoch 422: 100%|██████████| 1/1 [00:00<00:00, 499.98it/s, v_num=3]
Epoch 422: 100%|██████████| 1/1 [00:00<00:00, 251.76it/s, v_num=3]
Epoch 422:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 423:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 423: 100%|██████████| 1/1 [00:00<00:00, 547.63it/s, v_num=3]
Epoch 423: 100%|██████████| 1/1 [00:00<00:00, 489.42it/s, v_num=3]
Epoch 423: 100%|██████████| 1/1 [00:00<00:00, 255.70it/s, v_num=3]
Epoch 423:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 424:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 424: 100%|██████████| 1/1 [00:00<00:00, 564.81it/s, v_num=3]
Epoch 424: 100%|██████████| 1/1 [00:00<00:00, 503.22it/s, v_num=3]
Epoch 424: 100%|██████████| 1/1 [00:00<00:00, 256.97it/s, v_num=3]
Epoch 424:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 425:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 425: 100%|██████████| 1/1 [00:00<00:00, 553.41it/s, v_num=3]
Epoch 425: 100%|██████████| 1/1 [00:00<00:00, 493.51it/s, v_num=3]
Epoch 425: 100%|██████████| 1/1 [00:00<00:00, 257.21it/s, v_num=3]
Epoch 425:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 426:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 426: 100%|██████████| 1/1 [00:00<00:00, 552.32it/s, v_num=3]
Epoch 426: 100%|██████████| 1/1 [00:00<00:00, 493.62it/s, v_num=3]
Epoch 426: 100%|██████████| 1/1 [00:00<00:00, 257.68it/s, v_num=3]
Epoch 426:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 427:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 427: 100%|██████████| 1/1 [00:00<00:00, 567.80it/s, v_num=3]
Epoch 427: 100%|██████████| 1/1 [00:00<00:00, 505.40it/s, v_num=3]
Epoch 427: 100%|██████████| 1/1 [00:00<00:00, 256.93it/s, v_num=3]
Epoch 427:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 428:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 428: 100%|██████████| 1/1 [00:00<00:00, 552.25it/s, v_num=3]
Epoch 428: 100%|██████████| 1/1 [00:00<00:00, 493.10it/s, v_num=3]
Epoch 428: 100%|██████████| 1/1 [00:00<00:00, 253.72it/s, v_num=3]
Epoch 428:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 429:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 429: 100%|██████████| 1/1 [00:00<00:00, 489.47it/s, v_num=3]
Epoch 429: 100%|██████████| 1/1 [00:00<00:00, 442.30it/s, v_num=3]
Epoch 429: 100%|██████████| 1/1 [00:00<00:00, 237.15it/s, v_num=3]
Epoch 429:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 430:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 430: 100%|██████████| 1/1 [00:00<00:00, 536.70it/s, v_num=3]
Epoch 430: 100%|██████████| 1/1 [00:00<00:00, 480.56it/s, v_num=3]
Epoch 430: 100%|██████████| 1/1 [00:00<00:00, 252.18it/s, v_num=3]
Epoch 430:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 431:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 431: 100%|██████████| 1/1 [00:00<00:00, 548.85it/s, v_num=3]
Epoch 431: 100%|██████████| 1/1 [00:00<00:00, 490.10it/s, v_num=3]
Epoch 431: 100%|██████████| 1/1 [00:00<00:00, 251.68it/s, v_num=3]
Epoch 431:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 432:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 432: 100%|██████████| 1/1 [00:00<00:00, 547.42it/s, v_num=3]
Epoch 432: 100%|██████████| 1/1 [00:00<00:00, 485.96it/s, v_num=3]
Epoch 432: 100%|██████████| 1/1 [00:00<00:00, 251.49it/s, v_num=3]
Epoch 432:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 433:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 433: 100%|██████████| 1/1 [00:00<00:00, 536.91it/s, v_num=3]
Epoch 433: 100%|██████████| 1/1 [00:00<00:00, 480.89it/s, v_num=3]
Epoch 433: 100%|██████████| 1/1 [00:00<00:00, 252.59it/s, v_num=3]
Epoch 433:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 434:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 434: 100%|██████████| 1/1 [00:00<00:00, 551.88it/s, v_num=3]
Epoch 434: 100%|██████████| 1/1 [00:00<00:00, 493.27it/s, v_num=3]
Epoch 434: 100%|██████████| 1/1 [00:00<00:00, 252.29it/s, v_num=3]
Epoch 434:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 435:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 435: 100%|██████████| 1/1 [00:00<00:00, 541.69it/s, v_num=3]
Epoch 435: 100%|██████████| 1/1 [00:00<00:00, 484.67it/s, v_num=3]
Epoch 435: 100%|██████████| 1/1 [00:00<00:00, 254.97it/s, v_num=3]
Epoch 435:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 436:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 436: 100%|██████████| 1/1 [00:00<00:00, 559.39it/s, v_num=3]
Epoch 436: 100%|██████████| 1/1 [00:00<00:00, 499.02it/s, v_num=3]
Epoch 436: 100%|██████████| 1/1 [00:00<00:00, 251.37it/s, v_num=3]
Epoch 436:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 437:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 437: 100%|██████████| 1/1 [00:00<00:00, 547.13it/s, v_num=3]
Epoch 437: 100%|██████████| 1/1 [00:00<00:00, 488.11it/s, v_num=3]
Epoch 437: 100%|██████████| 1/1 [00:00<00:00, 255.07it/s, v_num=3]
Epoch 437:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 438:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 438: 100%|██████████| 1/1 [00:00<00:00, 547.06it/s, v_num=3]
Epoch 438: 100%|██████████| 1/1 [00:00<00:00, 489.25it/s, v_num=3]
Epoch 438: 100%|██████████| 1/1 [00:00<00:00, 255.75it/s, v_num=3]
Epoch 438:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 439:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 439: 100%|██████████| 1/1 [00:00<00:00, 565.88it/s, v_num=3]
Epoch 439: 100%|██████████| 1/1 [00:00<00:00, 504.06it/s, v_num=3]
Epoch 439: 100%|██████████| 1/1 [00:00<00:00, 258.14it/s, v_num=3]
Epoch 439:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 440:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 440: 100%|██████████| 1/1 [00:00<00:00, 549.78it/s, v_num=3]
Epoch 440: 100%|██████████| 1/1 [00:00<00:00, 491.08it/s, v_num=3]
Epoch 440: 100%|██████████| 1/1 [00:00<00:00, 257.02it/s, v_num=3]
Epoch 440:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 441:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 441: 100%|██████████| 1/1 [00:00<00:00, 570.58it/s, v_num=3]
Epoch 441: 100%|██████████| 1/1 [00:00<00:00, 507.85it/s, v_num=3]
Epoch 441: 100%|██████████| 1/1 [00:00<00:00, 258.29it/s, v_num=3]
Epoch 441:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 442:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 442: 100%|██████████| 1/1 [00:00<00:00, 470.48it/s, v_num=3]
Epoch 442: 100%|██████████| 1/1 [00:00<00:00, 426.25it/s, v_num=3]
Epoch 442: 100%|██████████| 1/1 [00:00<00:00, 231.28it/s, v_num=3]
Epoch 442:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 443:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 443: 100%|██████████| 1/1 [00:00<00:00, 563.60it/s, v_num=3]
Epoch 443: 100%|██████████| 1/1 [00:00<00:00, 502.13it/s, v_num=3]
Epoch 443: 100%|██████████| 1/1 [00:00<00:00, 258.25it/s, v_num=3]
Epoch 443:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 444:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 444: 100%|██████████| 1/1 [00:00<00:00, 559.54it/s, v_num=3]
Epoch 444: 100%|██████████| 1/1 [00:00<00:00, 498.55it/s, v_num=3]
Epoch 444: 100%|██████████| 1/1 [00:00<00:00, 256.33it/s, v_num=3]
Epoch 444:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 445:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 445: 100%|██████████| 1/1 [00:00<00:00, 550.07it/s, v_num=3]
Epoch 445: 100%|██████████| 1/1 [00:00<00:00, 467.23it/s, v_num=3]
Epoch 445: 100%|██████████| 1/1 [00:00<00:00, 243.43it/s, v_num=3]
Epoch 445:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 446:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 446: 100%|██████████| 1/1 [00:00<00:00, 568.10it/s, v_num=3]
Epoch 446: 100%|██████████| 1/1 [00:00<00:00, 491.89it/s, v_num=3]
Epoch 446: 100%|██████████| 1/1 [00:00<00:00, 242.46it/s, v_num=3]
Epoch 446:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 447:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 447: 100%|██████████| 1/1 [00:00<00:00, 551.37it/s, v_num=3]
Epoch 447: 100%|██████████| 1/1 [00:00<00:00, 491.71it/s, v_num=3]
Epoch 447: 100%|██████████| 1/1 [00:00<00:00, 256.20it/s, v_num=3]
Epoch 447:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 448:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 448: 100%|██████████| 1/1 [00:00<00:00, 541.41it/s, v_num=3]
Epoch 448: 100%|██████████| 1/1 [00:00<00:00, 460.46it/s, v_num=3]
Epoch 448: 100%|██████████| 1/1 [00:00<00:00, 244.87it/s, v_num=3]
Epoch 448:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 449:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 449: 100%|██████████| 1/1 [00:00<00:00, 566.49it/s, v_num=3]
Epoch 449: 100%|██████████| 1/1 [00:00<00:00, 497.43it/s, v_num=3]
Epoch 449: 100%|██████████| 1/1 [00:00<00:00, 214.27it/s, v_num=3]
Epoch 449:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 450:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 450: 100%|██████████| 1/1 [00:00<00:00, 570.11it/s, v_num=3]
Epoch 450: 100%|██████████| 1/1 [00:00<00:00, 507.11it/s, v_num=3]
Epoch 450: 100%|██████████| 1/1 [00:00<00:00, 257.89it/s, v_num=3]
Epoch 450:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 451:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 451: 100%|██████████| 1/1 [00:00<00:00, 569.80it/s, v_num=3]
Epoch 451: 100%|██████████| 1/1 [00:00<00:00, 495.84it/s, v_num=3]
Epoch 451: 100%|██████████| 1/1 [00:00<00:00, 256.58it/s, v_num=3]
Epoch 451:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 452:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 452: 100%|██████████| 1/1 [00:00<00:00, 511.25it/s, v_num=3]
Epoch 452: 100%|██████████| 1/1 [00:00<00:00, 460.56it/s, v_num=3]
Epoch 452: 100%|██████████| 1/1 [00:00<00:00, 248.51it/s, v_num=3]
Epoch 452:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 453:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 453: 100%|██████████| 1/1 [00:00<00:00, 568.80it/s, v_num=3]
Epoch 453: 100%|██████████| 1/1 [00:00<00:00, 506.31it/s, v_num=3]
Epoch 453: 100%|██████████| 1/1 [00:00<00:00, 258.43it/s, v_num=3]
Epoch 453:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 454:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 454: 100%|██████████| 1/1 [00:00<00:00, 550.72it/s, v_num=3]
Epoch 454: 100%|██████████| 1/1 [00:00<00:00, 492.00it/s, v_num=3]
Epoch 454: 100%|██████████| 1/1 [00:00<00:00, 257.76it/s, v_num=3]
Epoch 454:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 455:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 455: 100%|██████████| 1/1 [00:00<00:00, 572.52it/s, v_num=3]
Epoch 455: 100%|██████████| 1/1 [00:00<00:00, 509.64it/s, v_num=3]
Epoch 455: 100%|██████████| 1/1 [00:00<00:00, 260.11it/s, v_num=3]
Epoch 455:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 456:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 456: 100%|██████████| 1/1 [00:00<00:00, 551.01it/s, v_num=3]
Epoch 456: 100%|██████████| 1/1 [00:00<00:00, 492.40it/s, v_num=3]
Epoch 456: 100%|██████████| 1/1 [00:00<00:00, 254.86it/s, v_num=3]
Epoch 456:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 457:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 457: 100%|██████████| 1/1 [00:00<00:00, 554.07it/s, v_num=3]
Epoch 457: 100%|██████████| 1/1 [00:00<00:00, 495.14it/s, v_num=3]
Epoch 457: 100%|██████████| 1/1 [00:00<00:00, 259.16it/s, v_num=3]
Epoch 457:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 458:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 458: 100%|██████████| 1/1 [00:00<00:00, 575.43it/s, v_num=3]
Epoch 458: 100%|██████████| 1/1 [00:00<00:00, 512.19it/s, v_num=3]
Epoch 458: 100%|██████████| 1/1 [00:00<00:00, 261.20it/s, v_num=3]
Epoch 458:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 459:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 459: 100%|██████████| 1/1 [00:00<00:00, 563.75it/s, v_num=3]
Epoch 459: 100%|██████████| 1/1 [00:00<00:00, 502.13it/s, v_num=3]
Epoch 459: 100%|██████████| 1/1 [00:00<00:00, 260.08it/s, v_num=3]
Epoch 459:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 460:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 460: 100%|██████████| 1/1 [00:00<00:00, 557.68it/s, v_num=3]
Epoch 460: 100%|██████████| 1/1 [00:00<00:00, 488.56it/s, v_num=3]
Epoch 460: 100%|██████████| 1/1 [00:00<00:00, 242.80it/s, v_num=3]
Epoch 460:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 461:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 461: 100%|██████████| 1/1 [00:00<00:00, 571.59it/s, v_num=3]
Epoch 461: 100%|██████████| 1/1 [00:00<00:00, 508.22it/s, v_num=3]
Epoch 461: 100%|██████████| 1/1 [00:00<00:00, 258.13it/s, v_num=3]
Epoch 461:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 462:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 462: 100%|██████████| 1/1 [00:00<00:00, 550.29it/s, v_num=3]
Epoch 462: 100%|██████████| 1/1 [00:00<00:00, 492.12it/s, v_num=3]
Epoch 462: 100%|██████████| 1/1 [00:00<00:00, 257.81it/s, v_num=3]
Epoch 462:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 463:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 463: 100%|██████████| 1/1 [00:00<00:00, 548.42it/s, v_num=3]
Epoch 463: 100%|██████████| 1/1 [00:00<00:00, 489.99it/s, v_num=3]
Epoch 463: 100%|██████████| 1/1 [00:00<00:00, 249.53it/s, v_num=3]
Epoch 463:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 464:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 464: 100%|██████████| 1/1 [00:00<00:00, 548.99it/s, v_num=3]
Epoch 464: 100%|██████████| 1/1 [00:00<00:00, 490.28it/s, v_num=3]
Epoch 464: 100%|██████████| 1/1 [00:00<00:00, 256.72it/s, v_num=3]
Epoch 464:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 465:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 465: 100%|██████████| 1/1 [00:00<00:00, 560.44it/s, v_num=3]
Epoch 465: 100%|██████████| 1/1 [00:00<00:00, 499.68it/s, v_num=3]
Epoch 465: 100%|██████████| 1/1 [00:00<00:00, 259.28it/s, v_num=3]
Epoch 465:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 466:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 466: 100%|██████████| 1/1 [00:00<00:00, 567.10it/s, v_num=3]
Epoch 466: 100%|██████████| 1/1 [00:00<00:00, 505.22it/s, v_num=3]
Epoch 466: 100%|██████████| 1/1 [00:00<00:00, 258.96it/s, v_num=3]
Epoch 466:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 467:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 467: 100%|██████████| 1/1 [00:00<00:00, 549.14it/s, v_num=3]
Epoch 467: 100%|██████████| 1/1 [00:00<00:00, 490.39it/s, v_num=3]
Epoch 467: 100%|██████████| 1/1 [00:00<00:00, 256.89it/s, v_num=3]
Epoch 467:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 468:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 468: 100%|██████████| 1/1 [00:00<00:00, 557.83it/s, v_num=3]
Epoch 468: 100%|██████████| 1/1 [00:00<00:00, 478.80it/s, v_num=3]
Epoch 468: 100%|██████████| 1/1 [00:00<00:00, 240.14it/s, v_num=3]
Epoch 468:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 469:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 469: 100%|██████████| 1/1 [00:00<00:00, 548.06it/s, v_num=3]
Epoch 469: 100%|██████████| 1/1 [00:00<00:00, 489.82it/s, v_num=3]
Epoch 469: 100%|██████████| 1/1 [00:00<00:00, 256.38it/s, v_num=3]
Epoch 469:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 470:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 470: 100%|██████████| 1/1 [00:00<00:00, 558.20it/s, v_num=3]
Epoch 470: 100%|██████████| 1/1 [00:00<00:00, 497.60it/s, v_num=3]
Epoch 470: 100%|██████████| 1/1 [00:00<00:00, 241.79it/s, v_num=3]
Epoch 470:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 471:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 471: 100%|██████████| 1/1 [00:00<00:00, 561.86it/s, v_num=3]
Epoch 471: 100%|██████████| 1/1 [00:00<00:00, 491.14it/s, v_num=3]
Epoch 471: 100%|██████████| 1/1 [00:00<00:00, 250.80it/s, v_num=3]
Epoch 471:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 472:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 472: 100%|██████████| 1/1 [00:00<00:00, 497.19it/s, v_num=3]
Epoch 472: 100%|██████████| 1/1 [00:00<00:00, 448.11it/s, v_num=3]
Epoch 472: 100%|██████████| 1/1 [00:00<00:00, 243.09it/s, v_num=3]
Epoch 472:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 473:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 473: 100%|██████████| 1/1 [00:00<00:00, 513.19it/s, v_num=3]
Epoch 473: 100%|██████████| 1/1 [00:00<00:00, 461.47it/s, v_num=3]
Epoch 473: 100%|██████████| 1/1 [00:00<00:00, 245.01it/s, v_num=3]
Epoch 473:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 474:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 474: 100%|██████████| 1/1 [00:00<00:00, 542.11it/s, v_num=3]
Epoch 474: 100%|██████████| 1/1 [00:00<00:00, 484.78it/s, v_num=3]
Epoch 474: 100%|██████████| 1/1 [00:00<00:00, 240.72it/s, v_num=3]
Epoch 474:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 475:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 475: 100%|██████████| 1/1 [00:00<00:00, 559.76it/s, v_num=3]
Epoch 475: 100%|██████████| 1/1 [00:00<00:00, 499.26it/s, v_num=3]
Epoch 475: 100%|██████████| 1/1 [00:00<00:00, 252.70it/s, v_num=3]
Epoch 475:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 476:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 476: 100%|██████████| 1/1 [00:00<00:00, 536.56it/s, v_num=3]
Epoch 476: 100%|██████████| 1/1 [00:00<00:00, 480.17it/s, v_num=3]
Epoch 476: 100%|██████████| 1/1 [00:00<00:00, 252.52it/s, v_num=3]
Epoch 476:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 477:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 477: 100%|██████████| 1/1 [00:00<00:00, 507.23it/s, v_num=3]
Epoch 477: 100%|██████████| 1/1 [00:00<00:00, 447.87it/s, v_num=3]
Epoch 477: 100%|██████████| 1/1 [00:00<00:00, 240.38it/s, v_num=3]
Epoch 477:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 478:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 478: 100%|██████████| 1/1 [00:00<00:00, 547.99it/s, v_num=3]
Epoch 478: 100%|██████████| 1/1 [00:00<00:00, 490.33it/s, v_num=3]
Epoch 478: 100%|██████████| 1/1 [00:00<00:00, 257.00it/s, v_num=3]
Epoch 478:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 479:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 479: 100%|██████████| 1/1 [00:00<00:00, 569.03it/s, v_num=3]
Epoch 479: 100%|██████████| 1/1 [00:00<00:00, 507.42it/s, v_num=3]
Epoch 479: 100%|██████████| 1/1 [00:00<00:00, 260.14it/s, v_num=3]
Epoch 479:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 480:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 480: 100%|██████████| 1/1 [00:00<00:00, 532.20it/s, v_num=3]
Epoch 480: 100%|██████████| 1/1 [00:00<00:00, 476.95it/s, v_num=3]
Epoch 480: 100%|██████████| 1/1 [00:00<00:00, 250.65it/s, v_num=3]
Epoch 480:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 481:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 481: 100%|██████████| 1/1 [00:00<00:00, 557.68it/s, v_num=3]
Epoch 481: 100%|██████████| 1/1 [00:00<00:00, 497.84it/s, v_num=3]
Epoch 481: 100%|██████████| 1/1 [00:00<00:00, 247.92it/s, v_num=3]
Epoch 481:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 482:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 482: 100%|██████████| 1/1 [00:00<00:00, 575.35it/s, v_num=3]
Epoch 482: 100%|██████████| 1/1 [00:00<00:00, 511.31it/s, v_num=3]
Epoch 482: 100%|██████████| 1/1 [00:00<00:00, 260.45it/s, v_num=3]
Epoch 482:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 483:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 483: 100%|██████████| 1/1 [00:00<00:00, 497.13it/s, v_num=3]
Epoch 483: 100%|██████████| 1/1 [00:00<00:00, 448.83it/s, v_num=3]
Epoch 483: 100%|██████████| 1/1 [00:00<00:00, 246.13it/s, v_num=3]
Epoch 483:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 484:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 484: 100%|██████████| 1/1 [00:00<00:00, 571.51it/s, v_num=3]
Epoch 484: 100%|██████████| 1/1 [00:00<00:00, 508.77it/s, v_num=3]
Epoch 484: 100%|██████████| 1/1 [00:00<00:00, 246.56it/s, v_num=3]
Epoch 484:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 485:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 485: 100%|██████████| 1/1 [00:00<00:00, 551.66it/s, v_num=3]
Epoch 485: 100%|██████████| 1/1 [00:00<00:00, 490.33it/s, v_num=3]
Epoch 485: 100%|██████████| 1/1 [00:00<00:00, 254.82it/s, v_num=3]
Epoch 485:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 486:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 486: 100%|██████████| 1/1 [00:00<00:00, 559.24it/s, v_num=3]
Epoch 486: 100%|██████████| 1/1 [00:00<00:00, 498.85it/s, v_num=3]
Epoch 486: 100%|██████████| 1/1 [00:00<00:00, 260.42it/s, v_num=3]
Epoch 486:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 487:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 487: 100%|██████████| 1/1 [00:00<00:00, 538.21it/s, v_num=3]
Epoch 487: 100%|██████████| 1/1 [00:00<00:00, 462.59it/s, v_num=3]
Epoch 487: 100%|██████████| 1/1 [00:00<00:00, 246.25it/s, v_num=3]
Epoch 487:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 488:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 488: 100%|██████████| 1/1 [00:00<00:00, 543.80it/s, v_num=3]
Epoch 488: 100%|██████████| 1/1 [00:00<00:00, 486.80it/s, v_num=3]
Epoch 488: 100%|██████████| 1/1 [00:00<00:00, 253.49it/s, v_num=3]
Epoch 488:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 489:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 489: 100%|██████████| 1/1 [00:00<00:00, 556.64it/s, v_num=3]
Epoch 489: 100%|██████████| 1/1 [00:00<00:00, 496.84it/s, v_num=3]
Epoch 489: 100%|██████████| 1/1 [00:00<00:00, 250.66it/s, v_num=3]
Epoch 489:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 490:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 490: 100%|██████████| 1/1 [00:00<00:00, 484.95it/s, v_num=3]
Epoch 490: 100%|██████████| 1/1 [00:00<00:00, 438.78it/s, v_num=3]
Epoch 490: 100%|██████████| 1/1 [00:00<00:00, 241.18it/s, v_num=3]
Epoch 490:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 491:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 491: 100%|██████████| 1/1 [00:00<00:00, 549.35it/s, v_num=3]
Epoch 491: 100%|██████████| 1/1 [00:00<00:00, 490.45it/s, v_num=3]
Epoch 491: 100%|██████████| 1/1 [00:00<00:00, 252.79it/s, v_num=3]
Epoch 491:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 492:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 492: 100%|██████████| 1/1 [00:00<00:00, 562.24it/s, v_num=3]
Epoch 492: 100%|██████████| 1/1 [00:00<00:00, 501.47it/s, v_num=3]
Epoch 492: 100%|██████████| 1/1 [00:00<00:00, 256.17it/s, v_num=3]
Epoch 492:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 493:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 493: 100%|██████████| 1/1 [00:00<00:00, 545.28it/s, v_num=3]
Epoch 493: 100%|██████████| 1/1 [00:00<00:00, 487.82it/s, v_num=3]
Epoch 493: 100%|██████████| 1/1 [00:00<00:00, 255.56it/s, v_num=3]
Epoch 493:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 494:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 494: 100%|██████████| 1/1 [00:00<00:00, 550.72it/s, v_num=3]
Epoch 494: 100%|██████████| 1/1 [00:00<00:00, 491.89it/s, v_num=3]
Epoch 494: 100%|██████████| 1/1 [00:00<00:00, 253.28it/s, v_num=3]
Epoch 494:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 495:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 495: 100%|██████████| 1/1 [00:00<00:00, 537.59it/s, v_num=3]
Epoch 495: 100%|██████████| 1/1 [00:00<00:00, 481.55it/s, v_num=3]
Epoch 495: 100%|██████████| 1/1 [00:00<00:00, 252.99it/s, v_num=3]
Epoch 495:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 496:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 496: 100%|██████████| 1/1 [00:00<00:00, 558.42it/s, v_num=3]
Epoch 496: 100%|██████████| 1/1 [00:00<00:00, 498.37it/s, v_num=3]
Epoch 496: 100%|██████████| 1/1 [00:00<00:00, 256.50it/s, v_num=3]
Epoch 496:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 497:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 497: 100%|██████████| 1/1 [00:00<00:00, 568.80it/s, v_num=3]
Epoch 497: 100%|██████████| 1/1 [00:00<00:00, 506.37it/s, v_num=3]
Epoch 497: 100%|██████████| 1/1 [00:00<00:00, 258.62it/s, v_num=3]
Epoch 497:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 498:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 498: 100%|██████████| 1/1 [00:00<00:00, 553.92it/s, v_num=3]
Epoch 498: 100%|██████████| 1/1 [00:00<00:00, 494.44it/s, v_num=3]
Epoch 498: 100%|██████████| 1/1 [00:00<00:00, 258.43it/s, v_num=3]
Epoch 498:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 499:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 499: 100%|██████████| 1/1 [00:00<00:00, 570.58it/s, v_num=3]
Epoch 499: 100%|██████████| 1/1 [00:00<00:00, 508.09it/s, v_num=3]
Epoch 499: 100%|██████████| 1/1 [00:00<00:00, 192.29it/s, v_num=3]
Epoch 499:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 500:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 500: 100%|██████████| 1/1 [00:00<00:00, 548.28it/s, v_num=3]
Epoch 500: 100%|██████████| 1/1 [00:00<00:00, 490.22it/s, v_num=3]
Epoch 500: 100%|██████████| 1/1 [00:00<00:00, 256.83it/s, v_num=3]
Epoch 500:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 501:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 501: 100%|██████████| 1/1 [00:00<00:00, 564.81it/s, v_num=3]
Epoch 501: 100%|██████████| 1/1 [00:00<00:00, 503.22it/s, v_num=3]
Epoch 501: 100%|██████████| 1/1 [00:00<00:00, 257.22it/s, v_num=3]
Epoch 501:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 502:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 502: 100%|██████████| 1/1 [00:00<00:00, 549.42it/s, v_num=3]
Epoch 502: 100%|██████████| 1/1 [00:00<00:00, 490.73it/s, v_num=3]
Epoch 502: 100%|██████████| 1/1 [00:00<00:00, 257.60it/s, v_num=3]
Epoch 502:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 503:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 503: 100%|██████████| 1/1 [00:00<00:00, 571.59it/s, v_num=3]
Epoch 503: 100%|██████████| 1/1 [00:00<00:00, 508.46it/s, v_num=3]
Epoch 503: 100%|██████████| 1/1 [00:00<00:00, 258.76it/s, v_num=3]
Epoch 503:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 504:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 504: 100%|██████████| 1/1 [00:00<00:00, 569.80it/s, v_num=3]
Epoch 504: 100%|██████████| 1/1 [00:00<00:00, 507.05it/s, v_num=3]
Epoch 504: 100%|██████████| 1/1 [00:00<00:00, 255.19it/s, v_num=3]
Epoch 504:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 505:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 505: 100%|██████████| 1/1 [00:00<00:00, 547.63it/s, v_num=3]
Epoch 505: 100%|██████████| 1/1 [00:00<00:00, 488.33it/s, v_num=3]
Epoch 505: 100%|██████████| 1/1 [00:00<00:00, 255.80it/s, v_num=3]
Epoch 505:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 506:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 506: 100%|██████████| 1/1 [00:00<00:00, 568.64it/s, v_num=3]
Epoch 506: 100%|██████████| 1/1 [00:00<00:00, 506.01it/s, v_num=3]
Epoch 506: 100%|██████████| 1/1 [00:00<00:00, 257.52it/s, v_num=3]
Epoch 506:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 507:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 507: 100%|██████████| 1/1 [00:00<00:00, 553.05it/s, v_num=3]
Epoch 507: 100%|██████████| 1/1 [00:00<00:00, 493.56it/s, v_num=3]
Epoch 507: 100%|██████████| 1/1 [00:00<00:00, 258.30it/s, v_num=3]
Epoch 507:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 508:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 508: 100%|██████████| 1/1 [00:00<00:00, 567.64it/s, v_num=3]
Epoch 508: 100%|██████████| 1/1 [00:00<00:00, 505.03it/s, v_num=3]
Epoch 508: 100%|██████████| 1/1 [00:00<00:00, 262.00it/s, v_num=3]
Epoch 508:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 509:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 509: 100%|██████████| 1/1 [00:00<00:00, 570.11it/s, v_num=3]
Epoch 509: 100%|██████████| 1/1 [00:00<00:00, 507.60it/s, v_num=3]
Epoch 509: 100%|██████████| 1/1 [00:00<00:00, 258.57it/s, v_num=3]
Epoch 509:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 510:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 510: 100%|██████████| 1/1 [00:00<00:00, 556.94it/s, v_num=3]
Epoch 510: 100%|██████████| 1/1 [00:00<00:00, 496.96it/s, v_num=3]
Epoch 510: 100%|██████████| 1/1 [00:00<00:00, 258.68it/s, v_num=3]
Epoch 510:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 511:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 511: 100%|██████████| 1/1 [00:00<00:00, 568.95it/s, v_num=3]
Epoch 511: 100%|██████████| 1/1 [00:00<00:00, 506.74it/s, v_num=3]
Epoch 511: 100%|██████████| 1/1 [00:00<00:00, 258.38it/s, v_num=3]
Epoch 511:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 512:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 512: 100%|██████████| 1/1 [00:00<00:00, 567.26it/s, v_num=3]
Epoch 512: 100%|██████████| 1/1 [00:00<00:00, 493.56it/s, v_num=3]
Epoch 512: 100%|██████████| 1/1 [00:00<00:00, 257.59it/s, v_num=3]
Epoch 512:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 513:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 513: 100%|██████████| 1/1 [00:00<00:00, 553.12it/s, v_num=3]
Epoch 513: 100%|██████████| 1/1 [00:00<00:00, 493.80it/s, v_num=3]
Epoch 513: 100%|██████████| 1/1 [00:00<00:00, 257.24it/s, v_num=3]
Epoch 513:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 514:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 514: 100%|██████████| 1/1 [00:00<00:00, 561.26it/s, v_num=3]
Epoch 514: 100%|██████████| 1/1 [00:00<00:00, 500.81it/s, v_num=3]
Epoch 514: 100%|██████████| 1/1 [00:00<00:00, 252.03it/s, v_num=3]
Epoch 514:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 515:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 515: 100%|██████████| 1/1 [00:00<00:00, 548.56it/s, v_num=3]
Epoch 515: 100%|██████████| 1/1 [00:00<00:00, 490.50it/s, v_num=3]
Epoch 515: 100%|██████████| 1/1 [00:00<00:00, 257.26it/s, v_num=3]
Epoch 515:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 516:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 516: 100%|██████████| 1/1 [00:00<00:00, 548.92it/s, v_num=3]
Epoch 516: 100%|██████████| 1/1 [00:00<00:00, 490.68it/s, v_num=3]
Epoch 516: 100%|██████████| 1/1 [00:00<00:00, 253.57it/s, v_num=3]
Epoch 516:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 517:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 517: 100%|██████████| 1/1 [00:00<00:00, 571.20it/s, v_num=3]
Epoch 517: 100%|██████████| 1/1 [00:00<00:00, 508.71it/s, v_num=3]
Epoch 517: 100%|██████████| 1/1 [00:00<00:00, 259.28it/s, v_num=3]
Epoch 517:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 518:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 518: 100%|██████████| 1/1 [00:00<00:00, 549.50it/s, v_num=3]
Epoch 518: 100%|██████████| 1/1 [00:00<00:00, 490.73it/s, v_num=3]
Epoch 518: 100%|██████████| 1/1 [00:00<00:00, 256.80it/s, v_num=3]
Epoch 518:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 519:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 519: 100%|██████████| 1/1 [00:00<00:00, 559.09it/s, v_num=3]
Epoch 519: 100%|██████████| 1/1 [00:00<00:00, 498.67it/s, v_num=3]
Epoch 519: 100%|██████████| 1/1 [00:00<00:00, 254.54it/s, v_num=3]
Epoch 519:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 520:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 520: 100%|██████████| 1/1 [00:00<00:00, 545.28it/s, v_num=3]
Epoch 520: 100%|██████████| 1/1 [00:00<00:00, 487.65it/s, v_num=3]
Epoch 520: 100%|██████████| 1/1 [00:00<00:00, 255.64it/s, v_num=3]
Epoch 520:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 521:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 521: 100%|██████████| 1/1 [00:00<00:00, 564.21it/s, v_num=3]
Epoch 521: 100%|██████████| 1/1 [00:00<00:00, 502.37it/s, v_num=3]
Epoch 521: 100%|██████████| 1/1 [00:00<00:00, 257.94it/s, v_num=3]
Epoch 521:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 522:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 522: 100%|██████████| 1/1 [00:00<00:00, 568.64it/s, v_num=3]
Epoch 522: 100%|██████████| 1/1 [00:00<00:00, 506.56it/s, v_num=3]
Epoch 522: 100%|██████████| 1/1 [00:00<00:00, 259.10it/s, v_num=3]
Epoch 522:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 523:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 523: 100%|██████████| 1/1 [00:00<00:00, 558.94it/s, v_num=3]
Epoch 523: 100%|██████████| 1/1 [00:00<00:00, 498.67it/s, v_num=3]
Epoch 523: 100%|██████████| 1/1 [00:00<00:00, 260.45it/s, v_num=3]
Epoch 523:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 524:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 524: 100%|██████████| 1/1 [00:00<00:00, 555.39it/s, v_num=3]
Epoch 524: 100%|██████████| 1/1 [00:00<00:00, 495.25it/s, v_num=3]
Epoch 524: 100%|██████████| 1/1 [00:00<00:00, 256.83it/s, v_num=3]
Epoch 524:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 525:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 525: 100%|██████████| 1/1 [00:00<00:00, 552.90it/s, v_num=3]
Epoch 525: 100%|██████████| 1/1 [00:00<00:00, 492.93it/s, v_num=3]
Epoch 525: 100%|██████████| 1/1 [00:00<00:00, 258.68it/s, v_num=3]
Epoch 525:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 526:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 526: 100%|██████████| 1/1 [00:00<00:00, 557.23it/s, v_num=3]
Epoch 526: 100%|██████████| 1/1 [00:00<00:00, 497.25it/s, v_num=3]
Epoch 526: 100%|██████████| 1/1 [00:00<00:00, 259.98it/s, v_num=3]
Epoch 526:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 527:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 527: 100%|██████████| 1/1 [00:00<00:00, 572.29it/s, v_num=3]
Epoch 527: 100%|██████████| 1/1 [00:00<00:00, 509.33it/s, v_num=3]
Epoch 527: 100%|██████████| 1/1 [00:00<00:00, 260.06it/s, v_num=3]
Epoch 527:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 528:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 528: 100%|██████████| 1/1 [00:00<00:00, 555.61it/s, v_num=3]
Epoch 528: 100%|██████████| 1/1 [00:00<00:00, 495.96it/s, v_num=3]
Epoch 528: 100%|██████████| 1/1 [00:00<00:00, 260.40it/s, v_num=3]
Epoch 528:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 529:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 529: 100%|██████████| 1/1 [00:00<00:00, 572.44it/s, v_num=3]
Epoch 529: 100%|██████████| 1/1 [00:00<00:00, 509.02it/s, v_num=3]
Epoch 529: 100%|██████████| 1/1 [00:00<00:00, 260.73it/s, v_num=3]
Epoch 529:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 530:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 530: 100%|██████████| 1/1 [00:00<00:00, 570.73it/s, v_num=3]
Epoch 530: 100%|██████████| 1/1 [00:00<00:00, 508.59it/s, v_num=3]
Epoch 530: 100%|██████████| 1/1 [00:00<00:00, 260.27it/s, v_num=3]
Epoch 530:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 531:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 531: 100%|██████████| 1/1 [00:00<00:00, 546.20it/s, v_num=3]
Epoch 531: 100%|██████████| 1/1 [00:00<00:00, 488.51it/s, v_num=3]
Epoch 531: 100%|██████████| 1/1 [00:00<00:00, 257.56it/s, v_num=3]
Epoch 531:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 532:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 532: 100%|██████████| 1/1 [00:00<00:00, 569.72it/s, v_num=3]
Epoch 532: 100%|██████████| 1/1 [00:00<00:00, 507.29it/s, v_num=3]
Epoch 532: 100%|██████████| 1/1 [00:00<00:00, 258.45it/s, v_num=3]
Epoch 532:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 533:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 533: 100%|██████████| 1/1 [00:00<00:00, 554.95it/s, v_num=3]
Epoch 533: 100%|██████████| 1/1 [00:00<00:00, 495.31it/s, v_num=3]
Epoch 533: 100%|██████████| 1/1 [00:00<00:00, 259.47it/s, v_num=3]
Epoch 533:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 534:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 534: 100%|██████████| 1/1 [00:00<00:00, 529.45it/s, v_num=3]
Epoch 534: 100%|██████████| 1/1 [00:00<00:00, 475.11it/s, v_num=3]
Epoch 534: 100%|██████████| 1/1 [00:00<00:00, 253.23it/s, v_num=3]
Epoch 534:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 535:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 535: 100%|██████████| 1/1 [00:00<00:00, 568.10it/s, v_num=3]
Epoch 535: 100%|██████████| 1/1 [00:00<00:00, 506.44it/s, v_num=3]
Epoch 535: 100%|██████████| 1/1 [00:00<00:00, 258.08it/s, v_num=3]
Epoch 535:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 536:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 536: 100%|██████████| 1/1 [00:00<00:00, 547.27it/s, v_num=3]
Epoch 536: 100%|██████████| 1/1 [00:00<00:00, 488.96it/s, v_num=3]
Epoch 536: 100%|██████████| 1/1 [00:00<00:00, 256.97it/s, v_num=3]
Epoch 536:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 537:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 537: 100%|██████████| 1/1 [00:00<00:00, 568.41it/s, v_num=3]
Epoch 537: 100%|██████████| 1/1 [00:00<00:00, 506.25it/s, v_num=3]
Epoch 537: 100%|██████████| 1/1 [00:00<00:00, 258.51it/s, v_num=3]
Epoch 537:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 538:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 538: 100%|██████████| 1/1 [00:00<00:00, 570.50it/s, v_num=3]
Epoch 538: 100%|██████████| 1/1 [00:00<00:00, 504.73it/s, v_num=3]
Epoch 538: 100%|██████████| 1/1 [00:00<00:00, 259.23it/s, v_num=3]
Epoch 538:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 539:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 539: 100%|██████████| 1/1 [00:00<00:00, 561.41it/s, v_num=3]
Epoch 539: 100%|██████████| 1/1 [00:00<00:00, 500.63it/s, v_num=3]
Epoch 539: 100%|██████████| 1/1 [00:00<00:00, 261.03it/s, v_num=3]
Epoch 539:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 540:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 540: 100%|██████████| 1/1 [00:00<00:00, 574.56it/s, v_num=3]
Epoch 540: 100%|██████████| 1/1 [00:00<00:00, 511.94it/s, v_num=3]
Epoch 540: 100%|██████████| 1/1 [00:00<00:00, 261.57it/s, v_num=3]
Epoch 540:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 541:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 541: 100%|██████████| 1/1 [00:00<00:00, 552.32it/s, v_num=3]
Epoch 541: 100%|██████████| 1/1 [00:00<00:00, 493.16it/s, v_num=3]
Epoch 541: 100%|██████████| 1/1 [00:00<00:00, 258.96it/s, v_num=3]
Epoch 541:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 542:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 542: 100%|██████████| 1/1 [00:00<00:00, 554.51it/s, v_num=3]
Epoch 542: 100%|██████████| 1/1 [00:00<00:00, 494.79it/s, v_num=3]
Epoch 542: 100%|██████████| 1/1 [00:00<00:00, 259.00it/s, v_num=3]
Epoch 542:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 543:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 543: 100%|██████████| 1/1 [00:00<00:00, 546.99it/s, v_num=3]
Epoch 543: 100%|██████████| 1/1 [00:00<00:00, 488.96it/s, v_num=3]
Epoch 543: 100%|██████████| 1/1 [00:00<00:00, 253.95it/s, v_num=3]
Epoch 543:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 544:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 544: 100%|██████████| 1/1 [00:00<00:00, 535.19it/s, v_num=3]
Epoch 544: 100%|██████████| 1/1 [00:00<00:00, 480.12it/s, v_num=3]
Epoch 544: 100%|██████████| 1/1 [00:00<00:00, 254.73it/s, v_num=3]
Epoch 544:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 545:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 545: 100%|██████████| 1/1 [00:00<00:00, 568.10it/s, v_num=3]
Epoch 545: 100%|██████████| 1/1 [00:00<00:00, 505.89it/s, v_num=3]
Epoch 545: 100%|██████████| 1/1 [00:00<00:00, 258.96it/s, v_num=3]
Epoch 545:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 546:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 546: 100%|██████████| 1/1 [00:00<00:00, 570.89it/s, v_num=3]
Epoch 546: 100%|██████████| 1/1 [00:00<00:00, 497.49it/s, v_num=3]
Epoch 546: 100%|██████████| 1/1 [00:00<00:00, 259.45it/s, v_num=3]
Epoch 546:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 547:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 547: 100%|██████████| 1/1 [00:00<00:00, 550.87it/s, v_num=3]
Epoch 547: 100%|██████████| 1/1 [00:00<00:00, 492.29it/s, v_num=3]
Epoch 547: 100%|██████████| 1/1 [00:00<00:00, 258.33it/s, v_num=3]
Epoch 547:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 548:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 548: 100%|██████████| 1/1 [00:00<00:00, 571.04it/s, v_num=3]
Epoch 548: 100%|██████████| 1/1 [00:00<00:00, 507.91it/s, v_num=3]
Epoch 548: 100%|██████████| 1/1 [00:00<00:00, 259.42it/s, v_num=3]
Epoch 548:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 549:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 549: 100%|██████████| 1/1 [00:00<00:00, 554.44it/s, v_num=3]
Epoch 549: 100%|██████████| 1/1 [00:00<00:00, 494.49it/s, v_num=3]
Epoch 549: 100%|██████████| 1/1 [00:00<00:00, 222.58it/s, v_num=3]
Epoch 549:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 550:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 550: 100%|██████████| 1/1 [00:00<00:00, 566.57it/s, v_num=3]
Epoch 550: 100%|██████████| 1/1 [00:00<00:00, 504.67it/s, v_num=3]
Epoch 550: 100%|██████████| 1/1 [00:00<00:00, 259.52it/s, v_num=3]
Epoch 550:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 551:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 551: 100%|██████████| 1/1 [00:00<00:00, 567.56it/s, v_num=3]
Epoch 551: 100%|██████████| 1/1 [00:00<00:00, 496.66it/s, v_num=3]
Epoch 551: 100%|██████████| 1/1 [00:00<00:00, 260.14it/s, v_num=3]
Epoch 551:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 552:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 552: 100%|██████████| 1/1 [00:00<00:00, 559.39it/s, v_num=3]
Epoch 552: 100%|██████████| 1/1 [00:00<00:00, 498.73it/s, v_num=3]
Epoch 552: 100%|██████████| 1/1 [00:00<00:00, 260.52it/s, v_num=3]
Epoch 552:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 553:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 553: 100%|██████████| 1/1 [00:00<00:00, 572.99it/s, v_num=3]
Epoch 553: 100%|██████████| 1/1 [00:00<00:00, 509.70it/s, v_num=3]
Epoch 553: 100%|██████████| 1/1 [00:00<00:00, 259.61it/s, v_num=3]
Epoch 553:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 554:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 554: 100%|██████████| 1/1 [00:00<00:00, 535.47it/s, v_num=3]
Epoch 554: 100%|██████████| 1/1 [00:00<00:00, 479.95it/s, v_num=3]
Epoch 554: 100%|██████████| 1/1 [00:00<00:00, 254.94it/s, v_num=3]
Epoch 554:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 555:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 555: 100%|██████████| 1/1 [00:00<00:00, 572.91it/s, v_num=3]
Epoch 555: 100%|██████████| 1/1 [00:00<00:00, 510.13it/s, v_num=3]
Epoch 555: 100%|██████████| 1/1 [00:00<00:00, 261.43it/s, v_num=3]
Epoch 555:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 556:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 556: 100%|██████████| 1/1 [00:00<00:00, 577.89it/s, v_num=3]
Epoch 556: 100%|██████████| 1/1 [00:00<00:00, 514.13it/s, v_num=3]
Epoch 556: 100%|██████████| 1/1 [00:00<00:00, 262.75it/s, v_num=3]
Epoch 556:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 557:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 557: 100%|██████████| 1/1 [00:00<00:00, 561.11it/s, v_num=3]
Epoch 557: 100%|██████████| 1/1 [00:00<00:00, 500.51it/s, v_num=3]
Epoch 557: 100%|██████████| 1/1 [00:00<00:00, 261.74it/s, v_num=3]
Epoch 557:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 558:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 558: 100%|██████████| 1/1 [00:00<00:00, 581.17it/s, v_num=3]
Epoch 558: 100%|██████████| 1/1 [00:00<00:00, 516.86it/s, v_num=3]
Epoch 558: 100%|██████████| 1/1 [00:00<00:00, 262.93it/s, v_num=3]
Epoch 558:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 559:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 559: 100%|██████████| 1/1 [00:00<00:00, 580.93it/s, v_num=3]
Epoch 559: 100%|██████████| 1/1 [00:00<00:00, 516.16it/s, v_num=3]
Epoch 559: 100%|██████████| 1/1 [00:00<00:00, 263.33it/s, v_num=3]
Epoch 559:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 560:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 560: 100%|██████████| 1/1 [00:00<00:00, 561.64it/s, v_num=3]
Epoch 560: 100%|██████████| 1/1 [00:00<00:00, 500.57it/s, v_num=3]
Epoch 560: 100%|██████████| 1/1 [00:00<00:00, 262.29it/s, v_num=3]
Epoch 560:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 561:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 561: 100%|██████████| 1/1 [00:00<00:00, 582.70it/s, v_num=3]
Epoch 561: 100%|██████████| 1/1 [00:00<00:00, 517.37it/s, v_num=3]
Epoch 561: 100%|██████████| 1/1 [00:00<00:00, 262.42it/s, v_num=3]
Epoch 561:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 562:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 562: 100%|██████████| 1/1 [00:00<00:00, 580.69it/s, v_num=3]
Epoch 562: 100%|██████████| 1/1 [00:00<00:00, 505.16it/s, v_num=3]
Epoch 562: 100%|██████████| 1/1 [00:00<00:00, 262.65it/s, v_num=3]
Epoch 562:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 563:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 563: 100%|██████████| 1/1 [00:00<00:00, 559.46it/s, v_num=3]
Epoch 563: 100%|██████████| 1/1 [00:00<00:00, 498.73it/s, v_num=3]
Epoch 563: 100%|██████████| 1/1 [00:00<00:00, 261.23it/s, v_num=3]
Epoch 563:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 564:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 564: 100%|██████████| 1/1 [00:00<00:00, 556.20it/s, v_num=3]
Epoch 564: 100%|██████████| 1/1 [00:00<00:00, 496.54it/s, v_num=3]
Epoch 564: 100%|██████████| 1/1 [00:00<00:00, 256.17it/s, v_num=3]
Epoch 564:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 565:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 565: 100%|██████████| 1/1 [00:00<00:00, 560.36it/s, v_num=3]
Epoch 565: 100%|██████████| 1/1 [00:00<00:00, 499.44it/s, v_num=3]
Epoch 565: 100%|██████████| 1/1 [00:00<00:00, 260.89it/s, v_num=3]
Epoch 565:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 566:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 566: 100%|██████████| 1/1 [00:00<00:00, 566.80it/s, v_num=3]
Epoch 566: 100%|██████████| 1/1 [00:00<00:00, 504.97it/s, v_num=3]
Epoch 566: 100%|██████████| 1/1 [00:00<00:00, 263.26it/s, v_num=3]
Epoch 566:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 567:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 567: 100%|██████████| 1/1 [00:00<00:00, 579.24it/s, v_num=3]
Epoch 567: 100%|██████████| 1/1 [00:00<00:00, 514.64it/s, v_num=3]
Epoch 567: 100%|██████████| 1/1 [00:00<00:00, 260.95it/s, v_num=3]
Epoch 567:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 568:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 568: 100%|██████████| 1/1 [00:00<00:00, 561.79it/s, v_num=3]
Epoch 568: 100%|██████████| 1/1 [00:00<00:00, 501.17it/s, v_num=3]
Epoch 568: 100%|██████████| 1/1 [00:00<00:00, 262.08it/s, v_num=3]
Epoch 568:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 569:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 569: 100%|██████████| 1/1 [00:00<00:00, 576.54it/s, v_num=3]
Epoch 569: 100%|██████████| 1/1 [00:00<00:00, 512.81it/s, v_num=3]
Epoch 569: 100%|██████████| 1/1 [00:00<00:00, 261.59it/s, v_num=3]
Epoch 569:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 570:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 570: 100%|██████████| 1/1 [00:00<00:00, 560.96it/s, v_num=3]
Epoch 570: 100%|██████████| 1/1 [00:00<00:00, 500.27it/s, v_num=3]
Epoch 570: 100%|██████████| 1/1 [00:00<00:00, 257.78it/s, v_num=3]
Epoch 570:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 571:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 571: 100%|██████████| 1/1 [00:00<00:00, 555.83it/s, v_num=3]
Epoch 571: 100%|██████████| 1/1 [00:00<00:00, 495.72it/s, v_num=3]
Epoch 571: 100%|██████████| 1/1 [00:00<00:00, 259.87it/s, v_num=3]
Epoch 571:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 572:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 572: 100%|██████████| 1/1 [00:00<00:00, 569.03it/s, v_num=3]
Epoch 572: 100%|██████████| 1/1 [00:00<00:00, 505.83it/s, v_num=3]
Epoch 572: 100%|██████████| 1/1 [00:00<00:00, 257.95it/s, v_num=3]
Epoch 572:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 573:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 573: 100%|██████████| 1/1 [00:00<00:00, 550.80it/s, v_num=3]
Epoch 573: 100%|██████████| 1/1 [00:00<00:00, 492.23it/s, v_num=3]
Epoch 573: 100%|██████████| 1/1 [00:00<00:00, 244.91it/s, v_num=3]
Epoch 573:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 574:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 574: 100%|██████████| 1/1 [00:00<00:00, 546.63it/s, v_num=3]
Epoch 574: 100%|██████████| 1/1 [00:00<00:00, 488.39it/s, v_num=3]
Epoch 574: 100%|██████████| 1/1 [00:00<00:00, 255.21it/s, v_num=3]
Epoch 574:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 575:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 575: 100%|██████████| 1/1 [00:00<00:00, 570.81it/s, v_num=3]
Epoch 575: 100%|██████████| 1/1 [00:00<00:00, 496.60it/s, v_num=3]
Epoch 575: 100%|██████████| 1/1 [00:00<00:00, 259.44it/s, v_num=3]
Epoch 575:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 576:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 576: 100%|██████████| 1/1 [00:00<00:00, 554.88it/s, v_num=3]
Epoch 576: 100%|██████████| 1/1 [00:00<00:00, 469.90it/s, v_num=3]
Epoch 576: 100%|██████████| 1/1 [00:00<00:00, 243.88it/s, v_num=3]
Epoch 576:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 577:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 577: 100%|██████████| 1/1 [00:00<00:00, 572.13it/s, v_num=3]
Epoch 577: 100%|██████████| 1/1 [00:00<00:00, 508.83it/s, v_num=3]
Epoch 577: 100%|██████████| 1/1 [00:00<00:00, 246.94it/s, v_num=3]
Epoch 577:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 578:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 578: 100%|██████████| 1/1 [00:00<00:00, 553.34it/s, v_num=3]
Epoch 578: 100%|██████████| 1/1 [00:00<00:00, 494.26it/s, v_num=3]
Epoch 578: 100%|██████████| 1/1 [00:00<00:00, 258.80it/s, v_num=3]
Epoch 578:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 579:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 579: 100%|██████████| 1/1 [00:00<00:00, 515.65it/s, v_num=3]
Epoch 579: 100%|██████████| 1/1 [00:00<00:00, 463.82it/s, v_num=3]
Epoch 579: 100%|██████████| 1/1 [00:00<00:00, 247.86it/s, v_num=3]
Epoch 579:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 580:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 580: 100%|██████████| 1/1 [00:00<00:00, 543.80it/s, v_num=3]
Epoch 580: 100%|██████████| 1/1 [00:00<00:00, 486.75it/s, v_num=3]
Epoch 580: 100%|██████████| 1/1 [00:00<00:00, 255.81it/s, v_num=3]
Epoch 580:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 581:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 581: 100%|██████████| 1/1 [00:00<00:00, 549.42it/s, v_num=3]
Epoch 581: 100%|██████████| 1/1 [00:00<00:00, 491.08it/s, v_num=3]
Epoch 581: 100%|██████████| 1/1 [00:00<00:00, 257.70it/s, v_num=3]
Epoch 581:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 582:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 582: 100%|██████████| 1/1 [00:00<00:00, 566.42it/s, v_num=3]
Epoch 582: 100%|██████████| 1/1 [00:00<00:00, 504.97it/s, v_num=3]
Epoch 582: 100%|██████████| 1/1 [00:00<00:00, 257.40it/s, v_num=3]
Epoch 582:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 583:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 583: 100%|██████████| 1/1 [00:00<00:00, 551.81it/s, v_num=3]
Epoch 583: 100%|██████████| 1/1 [00:00<00:00, 492.98it/s, v_num=3]
Epoch 583: 100%|██████████| 1/1 [00:00<00:00, 258.16it/s, v_num=3]
Epoch 583:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 584:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 584: 100%|██████████| 1/1 [00:00<00:00, 565.96it/s, v_num=3]
Epoch 584: 100%|██████████| 1/1 [00:00<00:00, 504.55it/s, v_num=3]
Epoch 584: 100%|██████████| 1/1 [00:00<00:00, 257.65it/s, v_num=3]
Epoch 584:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 585:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 585: 100%|██████████| 1/1 [00:00<00:00, 556.20it/s, v_num=3]
Epoch 585: 100%|██████████| 1/1 [00:00<00:00, 486.07it/s, v_num=3]
Epoch 585: 100%|██████████| 1/1 [00:00<00:00, 255.64it/s, v_num=3]
Epoch 585:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 586:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 586: 100%|██████████| 1/1 [00:00<00:00, 543.30it/s, v_num=3]
Epoch 586: 100%|██████████| 1/1 [00:00<00:00, 485.96it/s, v_num=3]
Epoch 586: 100%|██████████| 1/1 [00:00<00:00, 255.59it/s, v_num=3]
Epoch 586:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 587:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 587: 100%|██████████| 1/1 [00:00<00:00, 554.73it/s, v_num=3]
Epoch 587: 100%|██████████| 1/1 [00:00<00:00, 495.31it/s, v_num=3]
Epoch 587: 100%|██████████| 1/1 [00:00<00:00, 254.12it/s, v_num=3]
Epoch 587:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 588:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 588: 100%|██████████| 1/1 [00:00<00:00, 537.46it/s, v_num=3]
Epoch 588: 100%|██████████| 1/1 [00:00<00:00, 481.16it/s, v_num=3]
Epoch 588: 100%|██████████| 1/1 [00:00<00:00, 253.25it/s, v_num=3]
Epoch 588:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 589:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 589: 100%|██████████| 1/1 [00:00<00:00, 557.09it/s, v_num=3]
Epoch 589: 100%|██████████| 1/1 [00:00<00:00, 496.72it/s, v_num=3]
Epoch 589: 100%|██████████| 1/1 [00:00<00:00, 255.33it/s, v_num=3]
Epoch 589:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 590:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 590: 100%|██████████| 1/1 [00:00<00:00, 550.36it/s, v_num=3]
Epoch 590: 100%|██████████| 1/1 [00:00<00:00, 491.14it/s, v_num=3]
Epoch 590: 100%|██████████| 1/1 [00:00<00:00, 257.54it/s, v_num=3]
Epoch 590:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 591:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 591: 100%|██████████| 1/1 [00:00<00:00, 543.37it/s, v_num=3]
Epoch 591: 100%|██████████| 1/1 [00:00<00:00, 486.18it/s, v_num=3]
Epoch 591: 100%|██████████| 1/1 [00:00<00:00, 255.67it/s, v_num=3]
Epoch 591:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 592:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 592: 100%|██████████| 1/1 [00:00<00:00, 562.01it/s, v_num=3]
Epoch 592: 100%|██████████| 1/1 [00:00<00:00, 501.53it/s, v_num=3]
Epoch 592: 100%|██████████| 1/1 [00:00<00:00, 257.19it/s, v_num=3]
Epoch 592:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 593:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 593: 100%|██████████| 1/1 [00:00<00:00, 542.95it/s, v_num=3]
Epoch 593: 100%|██████████| 1/1 [00:00<00:00, 485.68it/s, v_num=3]
Epoch 593: 100%|██████████| 1/1 [00:00<00:00, 254.48it/s, v_num=3]
Epoch 593:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 594:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 594: 100%|██████████| 1/1 [00:00<00:00, 560.44it/s, v_num=3]
Epoch 594: 100%|██████████| 1/1 [00:00<00:00, 499.98it/s, v_num=3]
Epoch 594: 100%|██████████| 1/1 [00:00<00:00, 256.13it/s, v_num=3]
Epoch 594:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 595:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 595: 100%|██████████| 1/1 [00:00<00:00, 557.98it/s, v_num=3]
Epoch 595: 100%|██████████| 1/1 [00:00<00:00, 489.19it/s, v_num=3]
Epoch 595: 100%|██████████| 1/1 [00:00<00:00, 256.85it/s, v_num=3]
Epoch 595:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 596:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 596: 100%|██████████| 1/1 [00:00<00:00, 556.27it/s, v_num=3]
Epoch 596: 100%|██████████| 1/1 [00:00<00:00, 496.43it/s, v_num=3]
Epoch 596: 100%|██████████| 1/1 [00:00<00:00, 258.05it/s, v_num=3]
Epoch 596:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 597:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 597: 100%|██████████| 1/1 [00:00<00:00, 558.57it/s, v_num=3]
Epoch 597: 100%|██████████| 1/1 [00:00<00:00, 498.20it/s, v_num=3]
Epoch 597: 100%|██████████| 1/1 [00:00<00:00, 256.03it/s, v_num=3]
Epoch 597:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 598:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 598: 100%|██████████| 1/1 [00:00<00:00, 543.51it/s, v_num=3]
Epoch 598: 100%|██████████| 1/1 [00:00<00:00, 486.63it/s, v_num=3]
Epoch 598: 100%|██████████| 1/1 [00:00<00:00, 254.25it/s, v_num=3]
Epoch 598:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 599:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 599: 100%|██████████| 1/1 [00:00<00:00, 557.53it/s, v_num=3]
Epoch 599: 100%|██████████| 1/1 [00:00<00:00, 478.20it/s, v_num=3]
Epoch 599: 100%|██████████| 1/1 [00:00<00:00, 178.30it/s, v_num=3]
Epoch 599:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 600:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 600: 100%|██████████| 1/1 [00:00<00:00, 542.25it/s, v_num=3]
Epoch 600: 100%|██████████| 1/1 [00:00<00:00, 485.28it/s, v_num=3]
Epoch 600: 100%|██████████| 1/1 [00:00<00:00, 251.11it/s, v_num=3]
Epoch 600:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 601:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 601: 100%|██████████| 1/1 [00:00<00:00, 569.65it/s, v_num=3]
Epoch 601: 100%|██████████| 1/1 [00:00<00:00, 503.46it/s, v_num=3]
Epoch 601: 100%|██████████| 1/1 [00:00<00:00, 257.26it/s, v_num=3]
Epoch 601:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 602:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 602: 100%|██████████| 1/1 [00:00<00:00, 523.31it/s, v_num=3]
Epoch 602: 100%|██████████| 1/1 [00:00<00:00, 469.53it/s, v_num=3]
Epoch 602: 100%|██████████| 1/1 [00:00<00:00, 251.31it/s, v_num=3]
Epoch 602:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 603:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 603: 100%|██████████| 1/1 [00:00<00:00, 539.74it/s, v_num=3]
Epoch 603: 100%|██████████| 1/1 [00:00<00:00, 482.83it/s, v_num=3]
Epoch 603: 100%|██████████| 1/1 [00:00<00:00, 250.98it/s, v_num=3]
Epoch 603:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 604:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 604: 100%|██████████| 1/1 [00:00<00:00, 535.33it/s, v_num=3]
Epoch 604: 100%|██████████| 1/1 [00:00<00:00, 479.46it/s, v_num=3]
Epoch 604: 100%|██████████| 1/1 [00:00<00:00, 254.08it/s, v_num=3]
Epoch 604:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 605:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 605: 100%|██████████| 1/1 [00:00<00:00, 558.35it/s, v_num=3]
Epoch 605: 100%|██████████| 1/1 [00:00<00:00, 475.71it/s, v_num=3]
Epoch 605: 100%|██████████| 1/1 [00:00<00:00, 241.50it/s, v_num=3]
Epoch 605:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 606:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 606: 100%|██████████| 1/1 [00:00<00:00, 542.88it/s, v_num=3]
Epoch 606: 100%|██████████| 1/1 [00:00<00:00, 485.90it/s, v_num=3]
Epoch 606: 100%|██████████| 1/1 [00:00<00:00, 257.45it/s, v_num=3]
Epoch 606:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 607:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 607: 100%|██████████| 1/1 [00:00<00:00, 558.35it/s, v_num=3]
Epoch 607: 100%|██████████| 1/1 [00:00<00:00, 498.55it/s, v_num=3]
Epoch 607: 100%|██████████| 1/1 [00:00<00:00, 257.22it/s, v_num=3]
Epoch 607:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 608:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 608: 100%|██████████| 1/1 [00:00<00:00, 513.44it/s, v_num=3]
Epoch 608: 100%|██████████| 1/1 [00:00<00:00, 449.94it/s, v_num=3]
Epoch 608: 100%|██████████| 1/1 [00:00<00:00, 244.48it/s, v_num=3]
Epoch 608:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 609:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 609: 100%|██████████| 1/1 [00:00<00:00, 547.20it/s, v_num=3]
Epoch 609: 100%|██████████| 1/1 [00:00<00:00, 489.30it/s, v_num=3]
Epoch 609: 100%|██████████| 1/1 [00:00<00:00, 257.46it/s, v_num=3]
Epoch 609:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 610:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 610: 100%|██████████| 1/1 [00:00<00:00, 561.71it/s, v_num=3]
Epoch 610: 100%|██████████| 1/1 [00:00<00:00, 500.99it/s, v_num=3]
Epoch 610: 100%|██████████| 1/1 [00:00<00:00, 257.11it/s, v_num=3]
Epoch 610:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 611:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 611: 100%|██████████| 1/1 [00:00<00:00, 549.35it/s, v_num=3]
Epoch 611: 100%|██████████| 1/1 [00:00<00:00, 490.85it/s, v_num=3]
Epoch 611: 100%|██████████| 1/1 [00:00<00:00, 258.38it/s, v_num=3]
Epoch 611:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 612:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 612: 100%|██████████| 1/1 [00:00<00:00, 549.64it/s, v_num=3]
Epoch 612: 100%|██████████| 1/1 [00:00<00:00, 490.96it/s, v_num=3]
Epoch 612: 100%|██████████| 1/1 [00:00<00:00, 255.22it/s, v_num=3]
Epoch 612:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 613:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 613: 100%|██████████| 1/1 [00:00<00:00, 501.89it/s, v_num=3]
Epoch 613: 100%|██████████| 1/1 [00:00<00:00, 453.10it/s, v_num=3]
Epoch 613: 100%|██████████| 1/1 [00:00<00:00, 247.33it/s, v_num=3]
Epoch 613:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 614:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 614: 100%|██████████| 1/1 [00:00<00:00, 553.34it/s, v_num=3]
Epoch 614: 100%|██████████| 1/1 [00:00<00:00, 494.15it/s, v_num=3]
Epoch 614: 100%|██████████| 1/1 [00:00<00:00, 259.34it/s, v_num=3]
Epoch 614:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 615:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 615: 100%|██████████| 1/1 [00:00<00:00, 559.91it/s, v_num=3]
Epoch 615: 100%|██████████| 1/1 [00:00<00:00, 499.02it/s, v_num=3]
Epoch 615: 100%|██████████| 1/1 [00:00<00:00, 257.54it/s, v_num=3]
Epoch 615:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 616:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 616: 100%|██████████| 1/1 [00:00<00:00, 547.34it/s, v_num=3]
Epoch 616: 100%|██████████| 1/1 [00:00<00:00, 489.42it/s, v_num=3]
Epoch 616: 100%|██████████| 1/1 [00:00<00:00, 258.52it/s, v_num=3]
Epoch 616:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 617:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 617: 100%|██████████| 1/1 [00:00<00:00, 561.41it/s, v_num=3]
Epoch 617: 100%|██████████| 1/1 [00:00<00:00, 500.69it/s, v_num=3]
Epoch 617: 100%|██████████| 1/1 [00:00<00:00, 257.10it/s, v_num=3]
Epoch 617:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 618:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 618: 100%|██████████| 1/1 [00:00<00:00, 550.07it/s, v_num=3]
Epoch 618: 100%|██████████| 1/1 [00:00<00:00, 490.85it/s, v_num=3]
Epoch 618: 100%|██████████| 1/1 [00:00<00:00, 258.49it/s, v_num=3]
Epoch 618:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 619:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 619: 100%|██████████| 1/1 [00:00<00:00, 503.40it/s, v_num=3]
Epoch 619: 100%|██████████| 1/1 [00:00<00:00, 453.73it/s, v_num=3]
Epoch 619: 100%|██████████| 1/1 [00:00<00:00, 246.99it/s, v_num=3]
Epoch 619:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 620:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 620: 100%|██████████| 1/1 [00:00<00:00, 561.34it/s, v_num=3]
Epoch 620: 100%|██████████| 1/1 [00:00<00:00, 500.93it/s, v_num=3]
Epoch 620: 100%|██████████| 1/1 [00:00<00:00, 257.57it/s, v_num=3]
Epoch 620:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 621:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 621: 100%|██████████| 1/1 [00:00<00:00, 548.06it/s, v_num=3]
Epoch 621: 100%|██████████| 1/1 [00:00<00:00, 489.93it/s, v_num=3]
Epoch 621: 100%|██████████| 1/1 [00:00<00:00, 256.86it/s, v_num=3]
Epoch 621:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 622:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 622: 100%|██████████| 1/1 [00:00<00:00, 560.21it/s, v_num=3]
Epoch 622: 100%|██████████| 1/1 [00:00<00:00, 499.32it/s, v_num=3]
Epoch 622: 100%|██████████| 1/1 [00:00<00:00, 253.39it/s, v_num=3]
Epoch 622:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 623:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 623: 100%|██████████| 1/1 [00:00<00:00, 535.74it/s, v_num=3]
Epoch 623: 100%|██████████| 1/1 [00:00<00:00, 479.68it/s, v_num=3]
Epoch 623: 100%|██████████| 1/1 [00:00<00:00, 254.43it/s, v_num=3]
Epoch 623:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 624:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 624: 100%|██████████| 1/1 [00:00<00:00, 554.00it/s, v_num=3]
Epoch 624: 100%|██████████| 1/1 [00:00<00:00, 494.61it/s, v_num=3]
Epoch 624: 100%|██████████| 1/1 [00:00<00:00, 256.64it/s, v_num=3]
Epoch 624:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 625:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 625: 100%|██████████| 1/1 [00:00<00:00, 561.94it/s, v_num=3]
Epoch 625: 100%|██████████| 1/1 [00:00<00:00, 501.11it/s, v_num=3]
Epoch 625: 100%|██████████| 1/1 [00:00<00:00, 256.30it/s, v_num=3]
Epoch 625:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 626:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 626: 100%|██████████| 1/1 [00:00<00:00, 547.06it/s, v_num=3]
Epoch 626: 100%|██████████| 1/1 [00:00<00:00, 489.19it/s, v_num=3]
Epoch 626: 100%|██████████| 1/1 [00:00<00:00, 258.32it/s, v_num=3]
Epoch 626:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 627:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 627: 100%|██████████| 1/1 [00:00<00:00, 568.64it/s, v_num=3]
Epoch 627: 100%|██████████| 1/1 [00:00<00:00, 506.37it/s, v_num=3]
Epoch 627: 100%|██████████| 1/1 [00:00<00:00, 260.02it/s, v_num=3]
Epoch 627:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 628:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 628: 100%|██████████| 1/1 [00:00<00:00, 492.23it/s, v_num=3]
Epoch 628: 100%|██████████| 1/1 [00:00<00:00, 437.91it/s, v_num=3]
Epoch 628: 100%|██████████| 1/1 [00:00<00:00, 243.74it/s, v_num=3]
Epoch 628:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 629:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 629: 100%|██████████| 1/1 [00:00<00:00, 566.42it/s, v_num=3]
Epoch 629: 100%|██████████| 1/1 [00:00<00:00, 504.55it/s, v_num=3]
Epoch 629: 100%|██████████| 1/1 [00:00<00:00, 244.82it/s, v_num=3]
Epoch 629:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 630:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 630: 100%|██████████| 1/1 [00:00<00:00, 560.14it/s, v_num=3]
Epoch 630: 100%|██████████| 1/1 [00:00<00:00, 499.68it/s, v_num=3]
Epoch 630: 100%|██████████| 1/1 [00:00<00:00, 256.58it/s, v_num=3]
Epoch 630:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 631:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 631: 100%|██████████| 1/1 [00:00<00:00, 545.92it/s, v_num=3]
Epoch 631: 100%|██████████| 1/1 [00:00<00:00, 488.33it/s, v_num=3]
Epoch 631: 100%|██████████| 1/1 [00:00<00:00, 256.86it/s, v_num=3]
Epoch 631:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 632:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 632: 100%|██████████| 1/1 [00:00<00:00, 534.71it/s, v_num=3]
Epoch 632: 100%|██████████| 1/1 [00:00<00:00, 459.85it/s, v_num=3]
Epoch 632: 100%|██████████| 1/1 [00:00<00:00, 235.44it/s, v_num=3]
Epoch 632:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 633:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 633: 100%|██████████| 1/1 [00:00<00:00, 539.32it/s, v_num=3]
Epoch 633: 100%|██████████| 1/1 [00:00<00:00, 482.88it/s, v_num=3]
Epoch 633: 100%|██████████| 1/1 [00:00<00:00, 255.44it/s, v_num=3]
Epoch 633:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 634:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 634: 100%|██████████| 1/1 [00:00<00:00, 543.73it/s, v_num=3]
Epoch 634: 100%|██████████| 1/1 [00:00<00:00, 465.46it/s, v_num=3]
Epoch 634: 100%|██████████| 1/1 [00:00<00:00, 241.38it/s, v_num=3]
Epoch 634:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 635:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 635: 100%|██████████| 1/1 [00:00<00:00, 540.16it/s, v_num=3]
Epoch 635: 100%|██████████| 1/1 [00:00<00:00, 483.83it/s, v_num=3]
Epoch 635: 100%|██████████| 1/1 [00:00<00:00, 256.34it/s, v_num=3]
Epoch 635:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 636:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 636: 100%|██████████| 1/1 [00:00<00:00, 558.20it/s, v_num=3]
Epoch 636: 100%|██████████| 1/1 [00:00<00:00, 498.08it/s, v_num=3]
Epoch 636: 100%|██████████| 1/1 [00:00<00:00, 257.68it/s, v_num=3]
Epoch 636:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 637:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 637: 100%|██████████| 1/1 [00:00<00:00, 564.43it/s, v_num=3]
Epoch 637: 100%|██████████| 1/1 [00:00<00:00, 502.79it/s, v_num=3]
Epoch 637: 100%|██████████| 1/1 [00:00<00:00, 258.54it/s, v_num=3]
Epoch 637:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 638:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 638: 100%|██████████| 1/1 [00:00<00:00, 551.16it/s, v_num=3]
Epoch 638: 100%|██████████| 1/1 [00:00<00:00, 492.06it/s, v_num=3]
Epoch 638: 100%|██████████| 1/1 [00:00<00:00, 259.40it/s, v_num=3]
Epoch 638:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 639:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 639: 100%|██████████| 1/1 [00:00<00:00, 564.36it/s, v_num=3]
Epoch 639: 100%|██████████| 1/1 [00:00<00:00, 503.03it/s, v_num=3]
Epoch 639: 100%|██████████| 1/1 [00:00<00:00, 258.45it/s, v_num=3]
Epoch 639:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 640:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 640: 100%|██████████| 1/1 [00:00<00:00, 538.91it/s, v_num=3]
Epoch 640: 100%|██████████| 1/1 [00:00<00:00, 483.05it/s, v_num=3]
Epoch 640: 100%|██████████| 1/1 [00:00<00:00, 256.06it/s, v_num=3]
Epoch 640:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 641:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 641: 100%|██████████| 1/1 [00:00<00:00, 549.21it/s, v_num=3]
Epoch 641: 100%|██████████| 1/1 [00:00<00:00, 490.79it/s, v_num=3]
Epoch 641: 100%|██████████| 1/1 [00:00<00:00, 236.73it/s, v_num=3]
Epoch 641:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 642:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 642: 100%|██████████| 1/1 [00:00<00:00, 537.94it/s, v_num=3]
Epoch 642: 100%|██████████| 1/1 [00:00<00:00, 474.42it/s, v_num=3]
Epoch 642: 100%|██████████| 1/1 [00:00<00:00, 251.20it/s, v_num=3]
Epoch 642:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 643:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 643: 100%|██████████| 1/1 [00:00<00:00, 532.54it/s, v_num=3]
Epoch 643: 100%|██████████| 1/1 [00:00<00:00, 477.33it/s, v_num=3]
Epoch 643: 100%|██████████| 1/1 [00:00<00:00, 252.58it/s, v_num=3]
Epoch 643:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 644:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 644: 100%|██████████| 1/1 [00:00<00:00, 547.77it/s, v_num=3]
Epoch 644: 100%|██████████| 1/1 [00:00<00:00, 489.65it/s, v_num=3]
Epoch 644: 100%|██████████| 1/1 [00:00<00:00, 251.19it/s, v_num=3]
Epoch 644:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 645:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 645: 100%|██████████| 1/1 [00:00<00:00, 533.29it/s, v_num=3]
Epoch 645: 100%|██████████| 1/1 [00:00<00:00, 477.93it/s, v_num=3]
Epoch 645: 100%|██████████| 1/1 [00:00<00:00, 253.31it/s, v_num=3]
Epoch 645:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 646:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 646: 100%|██████████| 1/1 [00:00<00:00, 553.56it/s, v_num=3]
Epoch 646: 100%|██████████| 1/1 [00:00<00:00, 495.02it/s, v_num=3]
Epoch 646: 100%|██████████| 1/1 [00:00<00:00, 255.75it/s, v_num=3]
Epoch 646:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 647:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 647: 100%|██████████| 1/1 [00:00<00:00, 543.09it/s, v_num=3]
Epoch 647: 100%|██████████| 1/1 [00:00<00:00, 485.73it/s, v_num=3]
Epoch 647: 100%|██████████| 1/1 [00:00<00:00, 256.13it/s, v_num=3]
Epoch 647:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 648:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 648: 100%|██████████| 1/1 [00:00<00:00, 560.59it/s, v_num=3]
Epoch 648: 100%|██████████| 1/1 [00:00<00:00, 500.04it/s, v_num=3]
Epoch 648: 100%|██████████| 1/1 [00:00<00:00, 260.50it/s, v_num=3]
Epoch 648:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 649:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 649: 100%|██████████| 1/1 [00:00<00:00, 541.20it/s, v_num=3]
Epoch 649: 100%|██████████| 1/1 [00:00<00:00, 484.22it/s, v_num=3]
Epoch 649: 100%|██████████| 1/1 [00:00<00:00, 215.51it/s, v_num=3]
Epoch 649:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 650:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 650: 100%|██████████| 1/1 [00:00<00:00, 541.34it/s, v_num=3]
Epoch 650: 100%|██████████| 1/1 [00:00<00:00, 484.22it/s, v_num=3]
Epoch 650: 100%|██████████| 1/1 [00:00<00:00, 255.11it/s, v_num=3]
Epoch 650:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 651:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 651: 100%|██████████| 1/1 [00:00<00:00, 560.21it/s, v_num=3]
Epoch 651: 100%|██████████| 1/1 [00:00<00:00, 499.32it/s, v_num=3]
Epoch 651: 100%|██████████| 1/1 [00:00<00:00, 252.52it/s, v_num=3]
Epoch 651:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 652:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 652: 100%|██████████| 1/1 [00:00<00:00, 547.42it/s, v_num=3]
Epoch 652: 100%|██████████| 1/1 [00:00<00:00, 489.30it/s, v_num=3]
Epoch 652: 100%|██████████| 1/1 [00:00<00:00, 257.41it/s, v_num=3]
Epoch 652:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 653:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 653: 100%|██████████| 1/1 [00:00<00:00, 563.22it/s, v_num=3]
Epoch 653: 100%|██████████| 1/1 [00:00<00:00, 501.95it/s, v_num=3]
Epoch 653: 100%|██████████| 1/1 [00:00<00:00, 255.98it/s, v_num=3]
Epoch 653:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 654:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 654: 100%|██████████| 1/1 [00:00<00:00, 550.22it/s, v_num=3]
Epoch 654: 100%|██████████| 1/1 [00:00<00:00, 491.60it/s, v_num=3]
Epoch 654: 100%|██████████| 1/1 [00:00<00:00, 259.40it/s, v_num=3]
Epoch 654:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 655:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 655: 100%|██████████| 1/1 [00:00<00:00, 551.16it/s, v_num=3]
Epoch 655: 100%|██████████| 1/1 [00:00<00:00, 491.77it/s, v_num=3]
Epoch 655: 100%|██████████| 1/1 [00:00<00:00, 257.68it/s, v_num=3]
Epoch 655:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 656:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 656: 100%|██████████| 1/1 [00:00<00:00, 546.99it/s, v_num=3]
Epoch 656: 100%|██████████| 1/1 [00:00<00:00, 488.33it/s, v_num=3]
Epoch 656: 100%|██████████| 1/1 [00:00<00:00, 251.61it/s, v_num=3]
Epoch 656:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 657:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 657: 100%|██████████| 1/1 [00:00<00:00, 530.12it/s, v_num=3]
Epoch 657: 100%|██████████| 1/1 [00:00<00:00, 475.22it/s, v_num=3]
Epoch 657: 100%|██████████| 1/1 [00:00<00:00, 251.79it/s, v_num=3]
Epoch 657:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 658:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 658: 100%|██████████| 1/1 [00:00<00:00, 534.92it/s, v_num=3]
Epoch 658: 100%|██████████| 1/1 [00:00<00:00, 478.75it/s, v_num=3]
Epoch 658: 100%|██████████| 1/1 [00:00<00:00, 246.97it/s, v_num=3]
Epoch 658:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 659:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 659: 100%|██████████| 1/1 [00:00<00:00, 524.29it/s, v_num=3]
Epoch 659: 100%|██████████| 1/1 [00:00<00:00, 470.90it/s, v_num=3]
Epoch 659: 100%|██████████| 1/1 [00:00<00:00, 250.11it/s, v_num=3]
Epoch 659:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 660:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 660: 100%|██████████| 1/1 [00:00<00:00, 546.70it/s, v_num=3]
Epoch 660: 100%|██████████| 1/1 [00:00<00:00, 488.90it/s, v_num=3]
Epoch 660: 100%|██████████| 1/1 [00:00<00:00, 253.03it/s, v_num=3]
Epoch 660:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 661:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 661: 100%|██████████| 1/1 [00:00<00:00, 517.56it/s, v_num=3]
Epoch 661: 100%|██████████| 1/1 [00:00<00:00, 464.64it/s, v_num=3]
Epoch 661: 100%|██████████| 1/1 [00:00<00:00, 247.93it/s, v_num=3]
Epoch 661:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 662:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 662: 100%|██████████| 1/1 [00:00<00:00, 504.55it/s, v_num=3]
Epoch 662: 100%|██████████| 1/1 [00:00<00:00, 453.93it/s, v_num=3]
Epoch 662: 100%|██████████| 1/1 [00:00<00:00, 229.36it/s, v_num=3]
Epoch 662:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 663:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 663: 100%|██████████| 1/1 [00:00<00:00, 508.83it/s, v_num=3]
Epoch 663: 100%|██████████| 1/1 [00:00<00:00, 456.65it/s, v_num=3]
Epoch 663: 100%|██████████| 1/1 [00:00<00:00, 243.95it/s, v_num=3]
Epoch 663:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 664:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 664: 100%|██████████| 1/1 [00:00<00:00, 522.00it/s, v_num=3]
Epoch 664: 100%|██████████| 1/1 [00:00<00:00, 468.69it/s, v_num=3]
Epoch 664: 100%|██████████| 1/1 [00:00<00:00, 246.30it/s, v_num=3]
Epoch 664:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 665:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 665: 100%|██████████| 1/1 [00:00<00:00, 533.76it/s, v_num=3]
Epoch 665: 100%|██████████| 1/1 [00:00<00:00, 477.98it/s, v_num=3]
Epoch 665: 100%|██████████| 1/1 [00:00<00:00, 247.70it/s, v_num=3]
Epoch 665:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 666:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 666: 100%|██████████| 1/1 [00:00<00:00, 512.38it/s, v_num=3]
Epoch 666: 100%|██████████| 1/1 [00:00<00:00, 441.32it/s, v_num=3]
Epoch 666: 100%|██████████| 1/1 [00:00<00:00, 229.28it/s, v_num=3]
Epoch 666:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 667:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 667: 100%|██████████| 1/1 [00:00<00:00, 524.03it/s, v_num=3]
Epoch 667: 100%|██████████| 1/1 [00:00<00:00, 459.90it/s, v_num=3]
Epoch 667: 100%|██████████| 1/1 [00:00<00:00, 230.71it/s, v_num=3]
Epoch 667:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 668:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 668: 100%|██████████| 1/1 [00:00<00:00, 521.29it/s, v_num=3]
Epoch 668: 100%|██████████| 1/1 [00:00<00:00, 467.33it/s, v_num=3]
Epoch 668: 100%|██████████| 1/1 [00:00<00:00, 244.68it/s, v_num=3]
Epoch 668:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 669:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 669: 100%|██████████| 1/1 [00:00<00:00, 530.12it/s, v_num=3]
Epoch 669: 100%|██████████| 1/1 [00:00<00:00, 462.74it/s, v_num=3]
Epoch 669: 100%|██████████| 1/1 [00:00<00:00, 232.87it/s, v_num=3]
Epoch 669:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 670:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 670: 100%|██████████| 1/1 [00:00<00:00, 533.49it/s, v_num=3]
Epoch 670: 100%|██████████| 1/1 [00:00<00:00, 477.44it/s, v_num=3]
Epoch 670: 100%|██████████| 1/1 [00:00<00:00, 244.47it/s, v_num=3]
Epoch 670:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 671:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 671: 100%|██████████| 1/1 [00:00<00:00, 526.33it/s, v_num=3]
Epoch 671: 100%|██████████| 1/1 [00:00<00:00, 471.48it/s, v_num=3]
Epoch 671: 100%|██████████| 1/1 [00:00<00:00, 249.29it/s, v_num=3]
Epoch 671:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 672:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 672: 100%|██████████| 1/1 [00:00<00:00, 460.31it/s, v_num=3]
Epoch 672: 100%|██████████| 1/1 [00:00<00:00, 415.48it/s, v_num=3]
Epoch 672: 100%|██████████| 1/1 [00:00<00:00, 230.80it/s, v_num=3]
Epoch 672:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 673:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 673: 100%|██████████| 1/1 [00:00<00:00, 520.90it/s, v_num=3]
Epoch 673: 100%|██████████| 1/1 [00:00<00:00, 459.00it/s, v_num=3]
Epoch 673: 100%|██████████| 1/1 [00:00<00:00, 245.18it/s, v_num=3]
Epoch 673:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 674:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 674: 100%|██████████| 1/1 [00:00<00:00, 519.35it/s, v_num=3]
Epoch 674: 100%|██████████| 1/1 [00:00<00:00, 466.71it/s, v_num=3]
Epoch 674: 100%|██████████| 1/1 [00:00<00:00, 249.07it/s, v_num=3]
Epoch 674:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 675:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 675: 100%|██████████| 1/1 [00:00<00:00, 538.15it/s, v_num=3]
Epoch 675: 100%|██████████| 1/1 [00:00<00:00, 482.33it/s, v_num=3]
Epoch 675: 100%|██████████| 1/1 [00:00<00:00, 250.71it/s, v_num=3]
Epoch 675:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 676:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 676: 100%|██████████| 1/1 [00:00<00:00, 522.39it/s, v_num=3]
Epoch 676: 100%|██████████| 1/1 [00:00<00:00, 468.53it/s, v_num=3]
Epoch 676: 100%|██████████| 1/1 [00:00<00:00, 246.77it/s, v_num=3]
Epoch 676:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 677:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 677: 100%|██████████| 1/1 [00:00<00:00, 535.81it/s, v_num=3]
Epoch 677: 100%|██████████| 1/1 [00:00<00:00, 479.84it/s, v_num=3]
Epoch 677: 100%|██████████| 1/1 [00:00<00:00, 248.11it/s, v_num=3]
Epoch 677:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 678:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 678: 100%|██████████| 1/1 [00:00<00:00, 522.39it/s, v_num=3]
Epoch 678: 100%|██████████| 1/1 [00:00<00:00, 468.69it/s, v_num=3]
Epoch 678: 100%|██████████| 1/1 [00:00<00:00, 250.11it/s, v_num=3]
Epoch 678:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 679:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 679: 100%|██████████| 1/1 [00:00<00:00, 536.42it/s, v_num=3]
Epoch 679: 100%|██████████| 1/1 [00:00<00:00, 480.56it/s, v_num=3]
Epoch 679: 100%|██████████| 1/1 [00:00<00:00, 248.98it/s, v_num=3]
Epoch 679:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 680:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 680: 100%|██████████| 1/1 [00:00<00:00, 525.87it/s, v_num=3]
Epoch 680: 100%|██████████| 1/1 [00:00<00:00, 471.96it/s, v_num=3]
Epoch 680: 100%|██████████| 1/1 [00:00<00:00, 249.97it/s, v_num=3]
Epoch 680:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 681:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 681: 100%|██████████| 1/1 [00:00<00:00, 544.22it/s, v_num=3]
Epoch 681: 100%|██████████| 1/1 [00:00<00:00, 486.52it/s, v_num=3]
Epoch 681: 100%|██████████| 1/1 [00:00<00:00, 250.23it/s, v_num=3]
Epoch 681:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 682:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 682: 100%|██████████| 1/1 [00:00<00:00, 532.27it/s, v_num=3]
Epoch 682: 100%|██████████| 1/1 [00:00<00:00, 476.30it/s, v_num=3]
Epoch 682: 100%|██████████| 1/1 [00:00<00:00, 252.00it/s, v_num=3]
Epoch 682:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 683:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 683: 100%|██████████| 1/1 [00:00<00:00, 526.13it/s, v_num=3]
Epoch 683: 100%|██████████| 1/1 [00:00<00:00, 472.49it/s, v_num=3]
Epoch 683: 100%|██████████| 1/1 [00:00<00:00, 251.10it/s, v_num=3]
Epoch 683:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 684:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 684: 100%|██████████| 1/1 [00:00<00:00, 536.70it/s, v_num=3]
Epoch 684: 100%|██████████| 1/1 [00:00<00:00, 480.67it/s, v_num=3]
Epoch 684: 100%|██████████| 1/1 [00:00<00:00, 248.08it/s, v_num=3]
Epoch 684:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 685:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 685: 100%|██████████| 1/1 [00:00<00:00, 521.87it/s, v_num=3]
Epoch 685: 100%|██████████| 1/1 [00:00<00:00, 468.79it/s, v_num=3]
Epoch 685: 100%|██████████| 1/1 [00:00<00:00, 250.75it/s, v_num=3]
Epoch 685:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 686:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 686: 100%|██████████| 1/1 [00:00<00:00, 544.36it/s, v_num=3]
Epoch 686: 100%|██████████| 1/1 [00:00<00:00, 486.63it/s, v_num=3]
Epoch 686: 100%|██████████| 1/1 [00:00<00:00, 249.56it/s, v_num=3]
Epoch 686:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 687:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 687: 100%|██████████| 1/1 [00:00<00:00, 529.18it/s, v_num=3]
Epoch 687: 100%|██████████| 1/1 [00:00<00:00, 474.42it/s, v_num=3]
Epoch 687: 100%|██████████| 1/1 [00:00<00:00, 252.26it/s, v_num=3]
Epoch 687:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 688:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 688: 100%|██████████| 1/1 [00:00<00:00, 551.66it/s, v_num=3]
Epoch 688: 100%|██████████| 1/1 [00:00<00:00, 493.22it/s, v_num=3]
Epoch 688: 100%|██████████| 1/1 [00:00<00:00, 253.77it/s, v_num=3]
Epoch 688:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 689:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 689: 100%|██████████| 1/1 [00:00<00:00, 535.06it/s, v_num=3]
Epoch 689: 100%|██████████| 1/1 [00:00<00:00, 466.09it/s, v_num=3]
Epoch 689: 100%|██████████| 1/1 [00:00<00:00, 248.45it/s, v_num=3]
Epoch 689:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 690:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 690: 100%|██████████| 1/1 [00:00<00:00, 529.58it/s, v_num=3]
Epoch 690: 100%|██████████| 1/1 [00:00<00:00, 474.74it/s, v_num=3]
Epoch 690: 100%|██████████| 1/1 [00:00<00:00, 251.41it/s, v_num=3]
Epoch 690:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 691:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 691: 100%|██████████| 1/1 [00:00<00:00, 557.23it/s, v_num=3]
Epoch 691: 100%|██████████| 1/1 [00:00<00:00, 497.07it/s, v_num=3]
Epoch 691: 100%|██████████| 1/1 [00:00<00:00, 255.07it/s, v_num=3]
Epoch 691:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 692:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 692: 100%|██████████| 1/1 [00:00<00:00, 543.16it/s, v_num=3]
Epoch 692: 100%|██████████| 1/1 [00:00<00:00, 485.40it/s, v_num=3]
Epoch 692: 100%|██████████| 1/1 [00:00<00:00, 255.80it/s, v_num=3]
Epoch 692:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 693:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 693: 100%|██████████| 1/1 [00:00<00:00, 560.96it/s, v_num=3]
Epoch 693: 100%|██████████| 1/1 [00:00<00:00, 499.92it/s, v_num=3]
Epoch 693: 100%|██████████| 1/1 [00:00<00:00, 255.73it/s, v_num=3]
Epoch 693:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 694:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 694: 100%|██████████| 1/1 [00:00<00:00, 537.25it/s, v_num=3]
Epoch 694: 100%|██████████| 1/1 [00:00<00:00, 481.11it/s, v_num=3]
Epoch 694: 100%|██████████| 1/1 [00:00<00:00, 251.44it/s, v_num=3]
Epoch 694:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 695:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 695: 100%|██████████| 1/1 [00:00<00:00, 558.12it/s, v_num=3]
Epoch 695: 100%|██████████| 1/1 [00:00<00:00, 497.43it/s, v_num=3]
Epoch 695: 100%|██████████| 1/1 [00:00<00:00, 255.21it/s, v_num=3]
Epoch 695:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 696:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 696: 100%|██████████| 1/1 [00:00<00:00, 556.64it/s, v_num=3]
Epoch 696: 100%|██████████| 1/1 [00:00<00:00, 496.19it/s, v_num=3]
Epoch 696: 100%|██████████| 1/1 [00:00<00:00, 254.17it/s, v_num=3]
Epoch 696:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 697:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 697: 100%|██████████| 1/1 [00:00<00:00, 536.36it/s, v_num=3]
Epoch 697: 100%|██████████| 1/1 [00:00<00:00, 479.68it/s, v_num=3]
Epoch 697: 100%|██████████| 1/1 [00:00<00:00, 251.91it/s, v_num=3]
Epoch 697:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 698:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 698: 100%|██████████| 1/1 [00:00<00:00, 550.43it/s, v_num=3]
Epoch 698: 100%|██████████| 1/1 [00:00<00:00, 491.89it/s, v_num=3]
Epoch 698: 100%|██████████| 1/1 [00:00<00:00, 252.32it/s, v_num=3]
Epoch 698:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 699:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 699: 100%|██████████| 1/1 [00:00<00:00, 525.34it/s, v_num=3]
Epoch 699: 100%|██████████| 1/1 [00:00<00:00, 471.27it/s, v_num=3]
Epoch 699: 100%|██████████| 1/1 [00:00<00:00, 185.56it/s, v_num=3]
Epoch 699:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 700:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 700: 100%|██████████| 1/1 [00:00<00:00, 540.78it/s, v_num=3]
Epoch 700: 100%|██████████| 1/1 [00:00<00:00, 483.88it/s, v_num=3]
Epoch 700: 100%|██████████| 1/1 [00:00<00:00, 245.97it/s, v_num=3]
Epoch 700:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 701:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 701: 100%|██████████| 1/1 [00:00<00:00, 518.90it/s, v_num=3]
Epoch 701: 100%|██████████| 1/1 [00:00<00:00, 465.93it/s, v_num=3]
Epoch 701: 100%|██████████| 1/1 [00:00<00:00, 247.86it/s, v_num=3]
Epoch 701:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 702:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 702: 100%|██████████| 1/1 [00:00<00:00, 556.72it/s, v_num=3]
Epoch 702: 100%|██████████| 1/1 [00:00<00:00, 496.66it/s, v_num=3]
Epoch 702: 100%|██████████| 1/1 [00:00<00:00, 253.66it/s, v_num=3]
Epoch 702:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 703:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 703: 100%|██████████| 1/1 [00:00<00:00, 550.07it/s, v_num=3]
Epoch 703: 100%|██████████| 1/1 [00:00<00:00, 491.48it/s, v_num=3]
Epoch 703: 100%|██████████| 1/1 [00:00<00:00, 257.46it/s, v_num=3]
Epoch 703:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 704:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 704: 100%|██████████| 1/1 [00:00<00:00, 564.13it/s, v_num=3]
Epoch 704: 100%|██████████| 1/1 [00:00<00:00, 502.79it/s, v_num=3]
Epoch 704: 100%|██████████| 1/1 [00:00<00:00, 257.81it/s, v_num=3]
Epoch 704:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 705:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 705: 100%|██████████| 1/1 [00:00<00:00, 561.19it/s, v_num=3]
Epoch 705: 100%|██████████| 1/1 [00:00<00:00, 491.02it/s, v_num=3]
Epoch 705: 100%|██████████| 1/1 [00:00<00:00, 256.33it/s, v_num=3]
Epoch 705:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 706:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 706: 100%|██████████| 1/1 [00:00<00:00, 554.22it/s, v_num=3]
Epoch 706: 100%|██████████| 1/1 [00:00<00:00, 494.20it/s, v_num=3]
Epoch 706: 100%|██████████| 1/1 [00:00<00:00, 249.33it/s, v_num=3]
Epoch 706:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 707:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 707: 100%|██████████| 1/1 [00:00<00:00, 569.34it/s, v_num=3]
Epoch 707: 100%|██████████| 1/1 [00:00<00:00, 506.25it/s, v_num=3]
Epoch 707: 100%|██████████| 1/1 [00:00<00:00, 257.67it/s, v_num=3]
Epoch 707:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 708:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 708: 100%|██████████| 1/1 [00:00<00:00, 548.85it/s, v_num=3]
Epoch 708: 100%|██████████| 1/1 [00:00<00:00, 490.68it/s, v_num=3]
Epoch 708: 100%|██████████| 1/1 [00:00<00:00, 252.64it/s, v_num=3]
Epoch 708:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 709:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 709: 100%|██████████| 1/1 [00:00<00:00, 554.88it/s, v_num=3]
Epoch 709: 100%|██████████| 1/1 [00:00<00:00, 495.08it/s, v_num=3]
Epoch 709: 100%|██████████| 1/1 [00:00<00:00, 253.10it/s, v_num=3]
Epoch 709:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 710:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 710: 100%|██████████| 1/1 [00:00<00:00, 545.85it/s, v_num=3]
Epoch 710: 100%|██████████| 1/1 [00:00<00:00, 486.52it/s, v_num=3]
Epoch 710: 100%|██████████| 1/1 [00:00<00:00, 254.51it/s, v_num=3]
Epoch 710:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 711:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 711: 100%|██████████| 1/1 [00:00<00:00, 537.52it/s, v_num=3]
Epoch 711: 100%|██████████| 1/1 [00:00<00:00, 481.16it/s, v_num=3]
Epoch 711: 100%|██████████| 1/1 [00:00<00:00, 253.10it/s, v_num=3]
Epoch 711:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 712:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 712: 100%|██████████| 1/1 [00:00<00:00, 555.46it/s, v_num=3]
Epoch 712: 100%|██████████| 1/1 [00:00<00:00, 495.72it/s, v_num=3]
Epoch 712: 100%|██████████| 1/1 [00:00<00:00, 238.94it/s, v_num=3]
Epoch 712:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 713:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 713: 100%|██████████| 1/1 [00:00<00:00, 541.34it/s, v_num=3]
Epoch 713: 100%|██████████| 1/1 [00:00<00:00, 484.72it/s, v_num=3]
Epoch 713: 100%|██████████| 1/1 [00:00<00:00, 254.93it/s, v_num=3]
Epoch 713:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 714:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 714: 100%|██████████| 1/1 [00:00<00:00, 562.39it/s, v_num=3]
Epoch 714: 100%|██████████| 1/1 [00:00<00:00, 501.71it/s, v_num=3]
Epoch 714: 100%|██████████| 1/1 [00:00<00:00, 255.81it/s, v_num=3]
Epoch 714:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 715:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 715: 100%|██████████| 1/1 [00:00<00:00, 547.06it/s, v_num=3]
Epoch 715: 100%|██████████| 1/1 [00:00<00:00, 489.07it/s, v_num=3]
Epoch 715: 100%|██████████| 1/1 [00:00<00:00, 255.97it/s, v_num=3]
Epoch 715:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 716:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 716: 100%|██████████| 1/1 [00:00<00:00, 566.34it/s, v_num=3]
Epoch 716: 100%|██████████| 1/1 [00:00<00:00, 504.85it/s, v_num=3]
Epoch 716: 100%|██████████| 1/1 [00:00<00:00, 259.69it/s, v_num=3]
Epoch 716:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 717:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 717: 100%|██████████| 1/1 [00:00<00:00, 569.57it/s, v_num=3]
Epoch 717: 100%|██████████| 1/1 [00:00<00:00, 507.23it/s, v_num=3]
Epoch 717: 100%|██████████| 1/1 [00:00<00:00, 258.30it/s, v_num=3]
Epoch 717:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 718:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 718: 100%|██████████| 1/1 [00:00<00:00, 556.64it/s, v_num=3]
Epoch 718: 100%|██████████| 1/1 [00:00<00:00, 484.33it/s, v_num=3]
Epoch 718: 100%|██████████| 1/1 [00:00<00:00, 255.72it/s, v_num=3]
Epoch 718:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 719:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 719: 100%|██████████| 1/1 [00:00<00:00, 569.57it/s, v_num=3]
Epoch 719: 100%|██████████| 1/1 [00:00<00:00, 507.23it/s, v_num=3]
Epoch 719: 100%|██████████| 1/1 [00:00<00:00, 258.29it/s, v_num=3]
Epoch 719:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 720:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 720: 100%|██████████| 1/1 [00:00<00:00, 565.65it/s, v_num=3]
Epoch 720: 100%|██████████| 1/1 [00:00<00:00, 487.31it/s, v_num=3]
Epoch 720: 100%|██████████| 1/1 [00:00<00:00, 255.83it/s, v_num=3]
Epoch 720:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 721:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 721: 100%|██████████| 1/1 [00:00<00:00, 555.02it/s, v_num=3]
Epoch 721: 100%|██████████| 1/1 [00:00<00:00, 495.02it/s, v_num=3]
Epoch 721: 100%|██████████| 1/1 [00:00<00:00, 258.33it/s, v_num=3]
Epoch 721:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 722:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 722: 100%|██████████| 1/1 [00:00<00:00, 564.28it/s, v_num=3]
Epoch 722: 100%|██████████| 1/1 [00:00<00:00, 503.16it/s, v_num=3]
Epoch 722: 100%|██████████| 1/1 [00:00<00:00, 256.34it/s, v_num=3]
Epoch 722:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 723:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 723: 100%|██████████| 1/1 [00:00<00:00, 546.49it/s, v_num=3]
Epoch 723: 100%|██████████| 1/1 [00:00<00:00, 488.51it/s, v_num=3]
Epoch 723: 100%|██████████| 1/1 [00:00<00:00, 256.75it/s, v_num=3]
Epoch 723:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 724:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 724: 100%|██████████| 1/1 [00:00<00:00, 566.64it/s, v_num=3]
Epoch 724: 100%|██████████| 1/1 [00:00<00:00, 504.24it/s, v_num=3]
Epoch 724: 100%|██████████| 1/1 [00:00<00:00, 255.77it/s, v_num=3]
Epoch 724:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 725:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 725: 100%|██████████| 1/1 [00:00<00:00, 566.42it/s, v_num=3]
Epoch 725: 100%|██████████| 1/1 [00:00<00:00, 501.11it/s, v_num=3]
Epoch 725: 100%|██████████| 1/1 [00:00<00:00, 256.14it/s, v_num=3]
Epoch 725:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 726:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 726: 100%|██████████| 1/1 [00:00<00:00, 544.71it/s, v_num=3]
Epoch 726: 100%|██████████| 1/1 [00:00<00:00, 486.75it/s, v_num=3]
Epoch 726: 100%|██████████| 1/1 [00:00<00:00, 254.74it/s, v_num=3]
Epoch 726:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 727:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 727: 100%|██████████| 1/1 [00:00<00:00, 532.75it/s, v_num=3]
Epoch 727: 100%|██████████| 1/1 [00:00<00:00, 476.52it/s, v_num=3]
Epoch 727: 100%|██████████| 1/1 [00:00<00:00, 246.55it/s, v_num=3]
Epoch 727:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 728:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 728: 100%|██████████| 1/1 [00:00<00:00, 527.52it/s, v_num=3]
Epoch 728: 100%|██████████| 1/1 [00:00<00:00, 473.29it/s, v_num=3]
Epoch 728: 100%|██████████| 1/1 [00:00<00:00, 250.26it/s, v_num=3]
Epoch 728:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 729:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 729: 100%|██████████| 1/1 [00:00<00:00, 541.48it/s, v_num=3]
Epoch 729: 100%|██████████| 1/1 [00:00<00:00, 485.17it/s, v_num=3]
Epoch 729: 100%|██████████| 1/1 [00:00<00:00, 251.34it/s, v_num=3]
Epoch 729:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 730:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 730: 100%|██████████| 1/1 [00:00<00:00, 541.13it/s, v_num=3]
Epoch 730: 100%|██████████| 1/1 [00:00<00:00, 484.05it/s, v_num=3]
Epoch 730: 100%|██████████| 1/1 [00:00<00:00, 254.68it/s, v_num=3]
Epoch 730:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 731:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 731: 100%|██████████| 1/1 [00:00<00:00, 540.71it/s, v_num=3]
Epoch 731: 100%|██████████| 1/1 [00:00<00:00, 483.72it/s, v_num=3]
Epoch 731: 100%|██████████| 1/1 [00:00<00:00, 253.71it/s, v_num=3]
Epoch 731:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 732:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 732: 100%|██████████| 1/1 [00:00<00:00, 560.51it/s, v_num=3]
Epoch 732: 100%|██████████| 1/1 [00:00<00:00, 499.62it/s, v_num=3]
Epoch 732: 100%|██████████| 1/1 [00:00<00:00, 255.69it/s, v_num=3]
Epoch 732:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 733:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 733: 100%|██████████| 1/1 [00:00<00:00, 547.70it/s, v_num=3]
Epoch 733: 100%|██████████| 1/1 [00:00<00:00, 489.25it/s, v_num=3]
Epoch 733: 100%|██████████| 1/1 [00:00<00:00, 255.10it/s, v_num=3]
Epoch 733:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 734:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 734: 100%|██████████| 1/1 [00:00<00:00, 565.19it/s, v_num=3]
Epoch 734: 100%|██████████| 1/1 [00:00<00:00, 503.46it/s, v_num=3]
Epoch 734: 100%|██████████| 1/1 [00:00<00:00, 256.50it/s, v_num=3]
Epoch 734:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 735:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 735: 100%|██████████| 1/1 [00:00<00:00, 550.80it/s, v_num=3]
Epoch 735: 100%|██████████| 1/1 [00:00<00:00, 491.19it/s, v_num=3]
Epoch 735: 100%|██████████| 1/1 [00:00<00:00, 257.51it/s, v_num=3]
Epoch 735:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 736:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 736: 100%|██████████| 1/1 [00:00<00:00, 556.20it/s, v_num=3]
Epoch 736: 100%|██████████| 1/1 [00:00<00:00, 496.07it/s, v_num=3]
Epoch 736: 100%|██████████| 1/1 [00:00<00:00, 258.40it/s, v_num=3]
Epoch 736:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 737:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 737: 100%|██████████| 1/1 [00:00<00:00, 567.87it/s, v_num=3]
Epoch 737: 100%|██████████| 1/1 [00:00<00:00, 505.70it/s, v_num=3]
Epoch 737: 100%|██████████| 1/1 [00:00<00:00, 255.67it/s, v_num=3]
Epoch 737:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 738:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 738: 100%|██████████| 1/1 [00:00<00:00, 545.00it/s, v_num=3]
Epoch 738: 100%|██████████| 1/1 [00:00<00:00, 487.37it/s, v_num=3]
Epoch 738: 100%|██████████| 1/1 [00:00<00:00, 256.39it/s, v_num=3]
Epoch 738:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 739:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 739: 100%|██████████| 1/1 [00:00<00:00, 568.41it/s, v_num=3]
Epoch 739: 100%|██████████| 1/1 [00:00<00:00, 506.50it/s, v_num=3]
Epoch 739: 100%|██████████| 1/1 [00:00<00:00, 257.48it/s, v_num=3]
Epoch 739:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 740:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 740: 100%|██████████| 1/1 [00:00<00:00, 547.13it/s, v_num=3]
Epoch 740: 100%|██████████| 1/1 [00:00<00:00, 471.69it/s, v_num=3]
Epoch 740: 100%|██████████| 1/1 [00:00<00:00, 250.54it/s, v_num=3]
Epoch 740:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 741:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 741: 100%|██████████| 1/1 [00:00<00:00, 554.44it/s, v_num=3]
Epoch 741: 100%|██████████| 1/1 [00:00<00:00, 494.90it/s, v_num=3]
Epoch 741: 100%|██████████| 1/1 [00:00<00:00, 259.20it/s, v_num=3]
Epoch 741:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 742:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 742: 100%|██████████| 1/1 [00:00<00:00, 572.60it/s, v_num=3]
Epoch 742: 100%|██████████| 1/1 [00:00<00:00, 509.39it/s, v_num=3]
Epoch 742: 100%|██████████| 1/1 [00:00<00:00, 258.88it/s, v_num=3]
Epoch 742:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 743:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 743: 100%|██████████| 1/1 [00:00<00:00, 558.87it/s, v_num=3]
Epoch 743: 100%|██████████| 1/1 [00:00<00:00, 498.67it/s, v_num=3]
Epoch 743: 100%|██████████| 1/1 [00:00<00:00, 259.60it/s, v_num=3]
Epoch 743:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 744:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 744: 100%|██████████| 1/1 [00:00<00:00, 567.10it/s, v_num=3]
Epoch 744: 100%|██████████| 1/1 [00:00<00:00, 504.85it/s, v_num=3]
Epoch 744: 100%|██████████| 1/1 [00:00<00:00, 262.57it/s, v_num=3]
Epoch 744:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 745:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 745: 100%|██████████| 1/1 [00:00<00:00, 578.21it/s, v_num=3]
Epoch 745: 100%|██████████| 1/1 [00:00<00:00, 513.82it/s, v_num=3]
Epoch 745: 100%|██████████| 1/1 [00:00<00:00, 259.73it/s, v_num=3]
Epoch 745:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 746:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 746: 100%|██████████| 1/1 [00:00<00:00, 552.90it/s, v_num=3]
Epoch 746: 100%|██████████| 1/1 [00:00<00:00, 493.62it/s, v_num=3]
Epoch 746: 100%|██████████| 1/1 [00:00<00:00, 258.06it/s, v_num=3]
Epoch 746:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 747:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 747: 100%|██████████| 1/1 [00:00<00:00, 567.80it/s, v_num=3]
Epoch 747: 100%|██████████| 1/1 [00:00<00:00, 505.64it/s, v_num=3]
Epoch 747: 100%|██████████| 1/1 [00:00<00:00, 258.83it/s, v_num=3]
Epoch 747:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 748:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 748: 100%|██████████| 1/1 [00:00<00:00, 566.64it/s, v_num=3]
Epoch 748: 100%|██████████| 1/1 [00:00<00:00, 501.23it/s, v_num=3]
Epoch 748: 100%|██████████| 1/1 [00:00<00:00, 257.37it/s, v_num=3]
Epoch 748:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 749:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 749: 100%|██████████| 1/1 [00:00<00:00, 550.29it/s, v_num=3]
Epoch 749: 100%|██████████| 1/1 [00:00<00:00, 491.71it/s, v_num=3]
Epoch 749: 100%|██████████| 1/1 [00:00<00:00, 218.41it/s, v_num=3]
Epoch 749:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 750:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 750: 100%|██████████| 1/1 [00:00<00:00, 558.27it/s, v_num=3]
Epoch 750: 100%|██████████| 1/1 [00:00<00:00, 498.20it/s, v_num=3]
Epoch 750: 100%|██████████| 1/1 [00:00<00:00, 256.60it/s, v_num=3]
Epoch 750:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 751:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 751: 100%|██████████| 1/1 [00:00<00:00, 549.14it/s, v_num=3]
Epoch 751: 100%|██████████| 1/1 [00:00<00:00, 490.62it/s, v_num=3]
Epoch 751: 100%|██████████| 1/1 [00:00<00:00, 257.49it/s, v_num=3]
Epoch 751:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 752:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 752: 100%|██████████| 1/1 [00:00<00:00, 568.03it/s, v_num=3]
Epoch 752: 100%|██████████| 1/1 [00:00<00:00, 505.95it/s, v_num=3]
Epoch 752: 100%|██████████| 1/1 [00:00<00:00, 259.02it/s, v_num=3]
Epoch 752:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 753:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 753: 100%|██████████| 1/1 [00:00<00:00, 546.42it/s, v_num=3]
Epoch 753: 100%|██████████| 1/1 [00:00<00:00, 488.39it/s, v_num=3]
Epoch 753: 100%|██████████| 1/1 [00:00<00:00, 256.85it/s, v_num=3]
Epoch 753:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 754:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 754: 100%|██████████| 1/1 [00:00<00:00, 534.10it/s, v_num=3]
Epoch 754: 100%|██████████| 1/1 [00:00<00:00, 479.02it/s, v_num=3]
Epoch 754: 100%|██████████| 1/1 [00:00<00:00, 254.15it/s, v_num=3]
Epoch 754:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 755:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 755: 100%|██████████| 1/1 [00:00<00:00, 562.77it/s, v_num=3]
Epoch 755: 100%|██████████| 1/1 [00:00<00:00, 501.77it/s, v_num=3]
Epoch 755: 100%|██████████| 1/1 [00:00<00:00, 257.16it/s, v_num=3]
Epoch 755:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 756:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 756: 100%|██████████| 1/1 [00:00<00:00, 535.53it/s, v_num=3]
Epoch 756: 100%|██████████| 1/1 [00:00<00:00, 479.84it/s, v_num=3]
Epoch 756: 100%|██████████| 1/1 [00:00<00:00, 254.57it/s, v_num=3]
Epoch 756:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 757:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 757: 100%|██████████| 1/1 [00:00<00:00, 560.59it/s, v_num=3]
Epoch 757: 100%|██████████| 1/1 [00:00<00:00, 500.16it/s, v_num=3]
Epoch 757: 100%|██████████| 1/1 [00:00<00:00, 256.02it/s, v_num=3]
Epoch 757:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 758:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 758: 100%|██████████| 1/1 [00:00<00:00, 548.20it/s, v_num=3]
Epoch 758: 100%|██████████| 1/1 [00:00<00:00, 490.05it/s, v_num=3]
Epoch 758: 100%|██████████| 1/1 [00:00<00:00, 258.72it/s, v_num=3]
Epoch 758:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 759:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 759: 100%|██████████| 1/1 [00:00<00:00, 562.16it/s, v_num=3]
Epoch 759: 100%|██████████| 1/1 [00:00<00:00, 501.23it/s, v_num=3]
Epoch 759: 100%|██████████| 1/1 [00:00<00:00, 258.10it/s, v_num=3]
Epoch 759:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 760:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 760: 100%|██████████| 1/1 [00:00<00:00, 559.91it/s, v_num=3]
Epoch 760: 100%|██████████| 1/1 [00:00<00:00, 492.29it/s, v_num=3]
Epoch 760: 100%|██████████| 1/1 [00:00<00:00, 258.38it/s, v_num=3]
Epoch 760:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 761:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 761: 100%|██████████| 1/1 [00:00<00:00, 566.49it/s, v_num=3]
Epoch 761: 100%|██████████| 1/1 [00:00<00:00, 504.55it/s, v_num=3]
Epoch 761: 100%|██████████| 1/1 [00:00<00:00, 262.47it/s, v_num=3]
Epoch 761:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 762:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 762: 100%|██████████| 1/1 [00:00<00:00, 474.68it/s, v_num=3]
Epoch 762: 100%|██████████| 1/1 [00:00<00:00, 430.01it/s, v_num=3]
Epoch 762: 100%|██████████| 1/1 [00:00<00:00, 237.41it/s, v_num=3]
Epoch 762:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 763:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 763: 100%|██████████| 1/1 [00:00<00:00, 495.72it/s, v_num=3]
Epoch 763: 100%|██████████| 1/1 [00:00<00:00, 447.58it/s, v_num=3]
Epoch 763: 100%|██████████| 1/1 [00:00<00:00, 246.09it/s, v_num=3]
Epoch 763:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 764:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 764: 100%|██████████| 1/1 [00:00<00:00, 564.28it/s, v_num=3]
Epoch 764: 100%|██████████| 1/1 [00:00<00:00, 502.91it/s, v_num=3]
Epoch 764: 100%|██████████| 1/1 [00:00<00:00, 260.08it/s, v_num=3]
Epoch 764:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 765:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 765: 100%|██████████| 1/1 [00:00<00:00, 546.85it/s, v_num=3]
Epoch 765: 100%|██████████| 1/1 [00:00<00:00, 489.02it/s, v_num=3]
Epoch 765: 100%|██████████| 1/1 [00:00<00:00, 258.33it/s, v_num=3]
Epoch 765:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 766:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 766: 100%|██████████| 1/1 [00:00<00:00, 540.99it/s, v_num=3]
Epoch 766: 100%|██████████| 1/1 [00:00<00:00, 463.36it/s, v_num=3]
Epoch 766: 100%|██████████| 1/1 [00:00<00:00, 239.32it/s, v_num=3]
Epoch 766:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 767:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 767: 100%|██████████| 1/1 [00:00<00:00, 552.54it/s, v_num=3]
Epoch 767: 100%|██████████| 1/1 [00:00<00:00, 489.87it/s, v_num=3]
Epoch 767: 100%|██████████| 1/1 [00:00<00:00, 255.61it/s, v_num=3]
Epoch 767:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 768:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 768: 100%|██████████| 1/1 [00:00<00:00, 547.49it/s, v_num=3]
Epoch 768: 100%|██████████| 1/1 [00:00<00:00, 489.02it/s, v_num=3]
Epoch 768: 100%|██████████| 1/1 [00:00<00:00, 258.33it/s, v_num=3]
Epoch 768:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 769:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 769: 100%|██████████| 1/1 [00:00<00:00, 530.12it/s, v_num=3]
Epoch 769: 100%|██████████| 1/1 [00:00<00:00, 452.51it/s, v_num=3]
Epoch 769: 100%|██████████| 1/1 [00:00<00:00, 242.85it/s, v_num=3]
Epoch 769:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 770:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 770: 100%|██████████| 1/1 [00:00<00:00, 549.71it/s, v_num=3]
Epoch 770: 100%|██████████| 1/1 [00:00<00:00, 491.08it/s, v_num=3]
Epoch 770: 100%|██████████| 1/1 [00:00<00:00, 244.44it/s, v_num=3]
Epoch 770:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 771:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 771: 100%|██████████| 1/1 [00:00<00:00, 554.66it/s, v_num=3]
Epoch 771: 100%|██████████| 1/1 [00:00<00:00, 495.55it/s, v_num=3]
Epoch 771: 100%|██████████| 1/1 [00:00<00:00, 255.31it/s, v_num=3]
Epoch 771:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 772:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 772: 100%|██████████| 1/1 [00:00<00:00, 478.53it/s, v_num=3]
Epoch 772: 100%|██████████| 1/1 [00:00<00:00, 433.43it/s, v_num=3]
Epoch 772: 100%|██████████| 1/1 [00:00<00:00, 242.18it/s, v_num=3]
Epoch 772:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 773:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 773: 100%|██████████| 1/1 [00:00<00:00, 567.10it/s, v_num=3]
Epoch 773: 100%|██████████| 1/1 [00:00<00:00, 505.09it/s, v_num=3]
Epoch 773: 100%|██████████| 1/1 [00:00<00:00, 243.66it/s, v_num=3]
Epoch 773:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 774:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 774: 100%|██████████| 1/1 [00:00<00:00, 565.88it/s, v_num=3]
Epoch 774: 100%|██████████| 1/1 [00:00<00:00, 492.75it/s, v_num=3]
Epoch 774: 100%|██████████| 1/1 [00:00<00:00, 257.51it/s, v_num=3]
Epoch 774:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 775:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 775: 100%|██████████| 1/1 [00:00<00:00, 548.49it/s, v_num=3]
Epoch 775: 100%|██████████| 1/1 [00:00<00:00, 490.22it/s, v_num=3]
Epoch 775: 100%|██████████| 1/1 [00:00<00:00, 257.54it/s, v_num=3]
Epoch 775:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 776:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 776: 100%|██████████| 1/1 [00:00<00:00, 566.42it/s, v_num=3]
Epoch 776: 100%|██████████| 1/1 [00:00<00:00, 504.67it/s, v_num=3]
Epoch 776: 100%|██████████| 1/1 [00:00<00:00, 260.14it/s, v_num=3]
Epoch 776:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 777:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 777: 100%|██████████| 1/1 [00:00<00:00, 550.22it/s, v_num=3]
Epoch 777: 100%|██████████| 1/1 [00:00<00:00, 491.65it/s, v_num=3]
Epoch 777: 100%|██████████| 1/1 [00:00<00:00, 259.26it/s, v_num=3]
Epoch 777:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 778:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 778: 100%|██████████| 1/1 [00:00<00:00, 565.12it/s, v_num=3]
Epoch 778: 100%|██████████| 1/1 [00:00<00:00, 503.46it/s, v_num=3]
Epoch 778: 100%|██████████| 1/1 [00:00<00:00, 259.53it/s, v_num=3]
Epoch 778:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 779:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 779: 100%|██████████| 1/1 [00:00<00:00, 570.81it/s, v_num=3]
Epoch 779: 100%|██████████| 1/1 [00:00<00:00, 508.15it/s, v_num=3]
Epoch 779: 100%|██████████| 1/1 [00:00<00:00, 261.20it/s, v_num=3]
Epoch 779:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 780:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 780: 100%|██████████| 1/1 [00:00<00:00, 547.70it/s, v_num=3]
Epoch 780: 100%|██████████| 1/1 [00:00<00:00, 489.82it/s, v_num=3]
Epoch 780: 100%|██████████| 1/1 [00:00<00:00, 254.77it/s, v_num=3]
Epoch 780:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 781:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 781: 100%|██████████| 1/1 [00:00<00:00, 568.41it/s, v_num=3]
Epoch 781: 100%|██████████| 1/1 [00:00<00:00, 506.25it/s, v_num=3]
Epoch 781: 100%|██████████| 1/1 [00:00<00:00, 259.18it/s, v_num=3]
Epoch 781:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 782:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 782: 100%|██████████| 1/1 [00:00<00:00, 549.21it/s, v_num=3]
Epoch 782: 100%|██████████| 1/1 [00:00<00:00, 490.79it/s, v_num=3]
Epoch 782: 100%|██████████| 1/1 [00:00<00:00, 259.55it/s, v_num=3]
Epoch 782:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 783:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 783: 100%|██████████| 1/1 [00:00<00:00, 556.50it/s, v_num=3]
Epoch 783: 100%|██████████| 1/1 [00:00<00:00, 496.43it/s, v_num=3]
Epoch 783: 100%|██████████| 1/1 [00:00<00:00, 261.07it/s, v_num=3]
Epoch 783:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 784:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 784: 100%|██████████| 1/1 [00:00<00:00, 556.94it/s, v_num=3]
Epoch 784: 100%|██████████| 1/1 [00:00<00:00, 496.72it/s, v_num=3]
Epoch 784: 100%|██████████| 1/1 [00:00<00:00, 255.81it/s, v_num=3]
Epoch 784:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 785:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 785: 100%|██████████| 1/1 [00:00<00:00, 546.85it/s, v_num=3]
Epoch 785: 100%|██████████| 1/1 [00:00<00:00, 488.90it/s, v_num=3]
Epoch 785: 100%|██████████| 1/1 [00:00<00:00, 258.64it/s, v_num=3]
Epoch 785:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 786:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 786: 100%|██████████| 1/1 [00:00<00:00, 541.13it/s, v_num=3]
Epoch 786: 100%|██████████| 1/1 [00:00<00:00, 483.72it/s, v_num=3]
Epoch 786: 100%|██████████| 1/1 [00:00<00:00, 250.63it/s, v_num=3]
Epoch 786:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 787:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 787: 100%|██████████| 1/1 [00:00<00:00, 533.90it/s, v_num=3]
Epoch 787: 100%|██████████| 1/1 [00:00<00:00, 478.26it/s, v_num=3]
Epoch 787: 100%|██████████| 1/1 [00:00<00:00, 254.25it/s, v_num=3]
Epoch 787:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 788:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 788: 100%|██████████| 1/1 [00:00<00:00, 552.10it/s, v_num=3]
Epoch 788: 100%|██████████| 1/1 [00:00<00:00, 493.51it/s, v_num=3]
Epoch 788: 100%|██████████| 1/1 [00:00<00:00, 257.67it/s, v_num=3]
Epoch 788:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 789:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 789: 100%|██████████| 1/1 [00:00<00:00, 556.35it/s, v_num=3]
Epoch 789: 100%|██████████| 1/1 [00:00<00:00, 496.31it/s, v_num=3]
Epoch 789: 100%|██████████| 1/1 [00:00<00:00, 256.02it/s, v_num=3]
Epoch 789:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 790:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 790: 100%|██████████| 1/1 [00:00<00:00, 531.73it/s, v_num=3]
Epoch 790: 100%|██████████| 1/1 [00:00<00:00, 476.73it/s, v_num=3]
Epoch 790: 100%|██████████| 1/1 [00:00<00:00, 252.93it/s, v_num=3]
Epoch 790:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 791:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 791: 100%|██████████| 1/1 [00:00<00:00, 555.54it/s, v_num=3]
Epoch 791: 100%|██████████| 1/1 [00:00<00:00, 495.72it/s, v_num=3]
Epoch 791: 100%|██████████| 1/1 [00:00<00:00, 256.31it/s, v_num=3]
Epoch 791:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 792:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 792: 100%|██████████| 1/1 [00:00<00:00, 547.85it/s, v_num=3]
Epoch 792: 100%|██████████| 1/1 [00:00<00:00, 489.87it/s, v_num=3]
Epoch 792: 100%|██████████| 1/1 [00:00<00:00, 258.32it/s, v_num=3]
Epoch 792:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 793:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 793: 100%|██████████| 1/1 [00:00<00:00, 551.45it/s, v_num=3]
Epoch 793: 100%|██████████| 1/1 [00:00<00:00, 492.40it/s, v_num=3]
Epoch 793: 100%|██████████| 1/1 [00:00<00:00, 256.74it/s, v_num=3]
Epoch 793:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 794:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 794: 100%|██████████| 1/1 [00:00<00:00, 552.46it/s, v_num=3]
Epoch 794: 100%|██████████| 1/1 [00:00<00:00, 493.56it/s, v_num=3]
Epoch 794: 100%|██████████| 1/1 [00:00<00:00, 254.40it/s, v_num=3]
Epoch 794:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 795:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 795: 100%|██████████| 1/1 [00:00<00:00, 538.21it/s, v_num=3]
Epoch 795: 100%|██████████| 1/1 [00:00<00:00, 482.33it/s, v_num=3]
Epoch 795: 100%|██████████| 1/1 [00:00<00:00, 255.22it/s, v_num=3]
Epoch 795:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 796:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 796: 100%|██████████| 1/1 [00:00<00:00, 558.50it/s, v_num=3]
Epoch 796: 100%|██████████| 1/1 [00:00<00:00, 498.14it/s, v_num=3]
Epoch 796: 100%|██████████| 1/1 [00:00<00:00, 254.79it/s, v_num=3]
Epoch 796:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 797:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 797: 100%|██████████| 1/1 [00:00<00:00, 499.02it/s, v_num=3]
Epoch 797: 100%|██████████| 1/1 [00:00<00:00, 450.13it/s, v_num=3]
Epoch 797: 100%|██████████| 1/1 [00:00<00:00, 234.50it/s, v_num=3]
Epoch 797:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 798:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 798: 100%|██████████| 1/1 [00:00<00:00, 564.89it/s, v_num=3]
Epoch 798: 100%|██████████| 1/1 [00:00<00:00, 503.34it/s, v_num=3]
Epoch 798: 100%|██████████| 1/1 [00:00<00:00, 243.77it/s, v_num=3]
Epoch 798:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 799:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 799: 100%|██████████| 1/1 [00:00<00:00, 546.42it/s, v_num=3]
Epoch 799: 100%|██████████| 1/1 [00:00<00:00, 488.56it/s, v_num=3]
Epoch 799: 100%|██████████| 1/1 [00:00<00:00, 182.35it/s, v_num=3]
Epoch 799:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 800:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 800: 100%|██████████| 1/1 [00:00<00:00, 559.99it/s, v_num=3]
Epoch 800: 100%|██████████| 1/1 [00:00<00:00, 499.56it/s, v_num=3]
Epoch 800: 100%|██████████| 1/1 [00:00<00:00, 258.72it/s, v_num=3]
Epoch 800:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 801:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 801: 100%|██████████| 1/1 [00:00<00:00, 542.39it/s, v_num=3]
Epoch 801: 100%|██████████| 1/1 [00:00<00:00, 485.28it/s, v_num=3]
Epoch 801: 100%|██████████| 1/1 [00:00<00:00, 256.66it/s, v_num=3]
Epoch 801:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 802:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 802: 100%|██████████| 1/1 [00:00<00:00, 567.87it/s, v_num=3]
Epoch 802: 100%|██████████| 1/1 [00:00<00:00, 505.34it/s, v_num=3]
Epoch 802: 100%|██████████| 1/1 [00:00<00:00, 245.41it/s, v_num=3]
Epoch 802:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 803:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 803: 100%|██████████| 1/1 [00:00<00:00, 545.28it/s, v_num=3]
Epoch 803: 100%|██████████| 1/1 [00:00<00:00, 487.20it/s, v_num=3]
Epoch 803: 100%|██████████| 1/1 [00:00<00:00, 258.91it/s, v_num=3]
Epoch 803:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 804:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 804: 100%|██████████| 1/1 [00:00<00:00, 512.00it/s, v_num=3]
Epoch 804: 100%|██████████| 1/1 [00:00<00:00, 454.67it/s, v_num=3]
Epoch 804: 100%|██████████| 1/1 [00:00<00:00, 246.61it/s, v_num=3]
Epoch 804:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 805:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 805: 100%|██████████| 1/1 [00:00<00:00, 590.83it/s, v_num=3]
Epoch 805: 100%|██████████| 1/1 [00:00<00:00, 523.76it/s, v_num=3]
Epoch 805: 100%|██████████| 1/1 [00:00<00:00, 264.94it/s, v_num=3]
Epoch 805:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 806:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 806: 100%|██████████| 1/1 [00:00<00:00, 545.14it/s, v_num=3]
Epoch 806: 100%|██████████| 1/1 [00:00<00:00, 463.77it/s, v_num=3]
Epoch 806: 100%|██████████| 1/1 [00:00<00:00, 243.61it/s, v_num=3]
Epoch 806:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 807:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 807: 100%|██████████| 1/1 [00:00<00:00, 568.95it/s, v_num=3]
Epoch 807: 100%|██████████| 1/1 [00:00<00:00, 506.25it/s, v_num=3]
Epoch 807: 100%|██████████| 1/1 [00:00<00:00, 259.81it/s, v_num=3]
Epoch 807:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 808:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 808: 100%|██████████| 1/1 [00:00<00:00, 552.83it/s, v_num=3]
Epoch 808: 100%|██████████| 1/1 [00:00<00:00, 493.80it/s, v_num=3]
Epoch 808: 100%|██████████| 1/1 [00:00<00:00, 258.52it/s, v_num=3]
Epoch 808:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 809:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 809: 100%|██████████| 1/1 [00:00<00:00, 575.82it/s, v_num=3]
Epoch 809: 100%|██████████| 1/1 [00:00<00:00, 511.38it/s, v_num=3]
Epoch 809: 100%|██████████| 1/1 [00:00<00:00, 264.93it/s, v_num=3]
Epoch 809:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 810:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 810: 100%|██████████| 1/1 [00:00<00:00, 577.01it/s, v_num=3]
Epoch 810: 100%|██████████| 1/1 [00:00<00:00, 513.06it/s, v_num=3]
Epoch 810: 100%|██████████| 1/1 [00:00<00:00, 262.41it/s, v_num=3]
Epoch 810:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 811:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 811: 100%|██████████| 1/1 [00:00<00:00, 556.72it/s, v_num=3]
Epoch 811: 100%|██████████| 1/1 [00:00<00:00, 496.96it/s, v_num=3]
Epoch 811: 100%|██████████| 1/1 [00:00<00:00, 261.36it/s, v_num=3]
Epoch 811:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 812:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 812: 100%|██████████| 1/1 [00:00<00:00, 578.68it/s, v_num=3]
Epoch 812: 100%|██████████| 1/1 [00:00<00:00, 514.64it/s, v_num=3]
Epoch 812: 100%|██████████| 1/1 [00:00<00:00, 261.90it/s, v_num=3]
Epoch 812:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 813:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 813: 100%|██████████| 1/1 [00:00<00:00, 574.01it/s, v_num=3]
Epoch 813: 100%|██████████| 1/1 [00:00<00:00, 510.69it/s, v_num=3]
Epoch 813: 100%|██████████| 1/1 [00:00<00:00, 262.09it/s, v_num=3]
Epoch 813:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 814:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 814: 100%|██████████| 1/1 [00:00<00:00, 554.95it/s, v_num=3]
Epoch 814: 100%|██████████| 1/1 [00:00<00:00, 495.66it/s, v_num=3]
Epoch 814: 100%|██████████| 1/1 [00:00<00:00, 261.43it/s, v_num=3]
Epoch 814:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 815:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 815: 100%|██████████| 1/1 [00:00<00:00, 559.76it/s, v_num=3]
Epoch 815: 100%|██████████| 1/1 [00:00<00:00, 499.50it/s, v_num=3]
Epoch 815: 100%|██████████| 1/1 [00:00<00:00, 258.76it/s, v_num=3]
Epoch 815:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 816:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 816: 100%|██████████| 1/1 [00:00<00:00, 563.45it/s, v_num=3]
Epoch 816: 100%|██████████| 1/1 [00:00<00:00, 502.19it/s, v_num=3]
Epoch 816: 100%|██████████| 1/1 [00:00<00:00, 263.30it/s, v_num=3]
Epoch 816:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 817:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 817: 100%|██████████| 1/1 [00:00<00:00, 546.56it/s, v_num=3]
Epoch 817: 100%|██████████| 1/1 [00:00<00:00, 467.70it/s, v_num=3]
Epoch 817: 100%|██████████| 1/1 [00:00<00:00, 246.68it/s, v_num=3]
Epoch 817:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 818:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 818: 100%|██████████| 1/1 [00:00<00:00, 575.98it/s, v_num=3]
Epoch 818: 100%|██████████| 1/1 [00:00<00:00, 512.31it/s, v_num=3]
Epoch 818: 100%|██████████| 1/1 [00:00<00:00, 262.23it/s, v_num=3]
Epoch 818:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 819:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 819: 100%|██████████| 1/1 [00:00<00:00, 559.54it/s, v_num=3]
Epoch 819: 100%|██████████| 1/1 [00:00<00:00, 499.20it/s, v_num=3]
Epoch 819: 100%|██████████| 1/1 [00:00<00:00, 261.64it/s, v_num=3]
Epoch 819:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 820:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 820: 100%|██████████| 1/1 [00:00<00:00, 569.88it/s, v_num=3]
Epoch 820: 100%|██████████| 1/1 [00:00<00:00, 507.54it/s, v_num=3]
Epoch 820: 100%|██████████| 1/1 [00:00<00:00, 260.94it/s, v_num=3]
Epoch 820:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 821:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 821: 100%|██████████| 1/1 [00:00<00:00, 572.44it/s, v_num=3]
Epoch 821: 100%|██████████| 1/1 [00:00<00:00, 505.70it/s, v_num=3]
Epoch 821: 100%|██████████| 1/1 [00:00<00:00, 260.10it/s, v_num=3]
Epoch 821:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 822:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 822: 100%|██████████| 1/1 [00:00<00:00, 561.11it/s, v_num=3]
Epoch 822: 100%|██████████| 1/1 [00:00<00:00, 500.27it/s, v_num=3]
Epoch 822: 100%|██████████| 1/1 [00:00<00:00, 263.23it/s, v_num=3]
Epoch 822:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 823:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 823: 100%|██████████| 1/1 [00:00<00:00, 564.28it/s, v_num=3]
Epoch 823: 100%|██████████| 1/1 [00:00<00:00, 480.72it/s, v_num=3]
Epoch 823: 100%|██████████| 1/1 [00:00<00:00, 245.86it/s, v_num=3]
Epoch 823:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 824:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 824: 100%|██████████| 1/1 [00:00<00:00, 552.83it/s, v_num=3]
Epoch 824: 100%|██████████| 1/1 [00:00<00:00, 493.22it/s, v_num=3]
Epoch 824: 100%|██████████| 1/1 [00:00<00:00, 259.84it/s, v_num=3]
Epoch 824:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 825:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 825: 100%|██████████| 1/1 [00:00<00:00, 555.76it/s, v_num=3]
Epoch 825: 100%|██████████| 1/1 [00:00<00:00, 473.83it/s, v_num=3]
Epoch 825: 100%|██████████| 1/1 [00:00<00:00, 245.99it/s, v_num=3]
Epoch 825:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 826:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 826: 100%|██████████| 1/1 [00:00<00:00, 568.95it/s, v_num=3]
Epoch 826: 100%|██████████| 1/1 [00:00<00:00, 494.96it/s, v_num=3]
Epoch 826: 100%|██████████| 1/1 [00:00<00:00, 257.37it/s, v_num=3]
Epoch 826:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 827:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 827: 100%|██████████| 1/1 [00:00<00:00, 559.76it/s, v_num=3]
Epoch 827: 100%|██████████| 1/1 [00:00<00:00, 499.38it/s, v_num=3]
Epoch 827: 100%|██████████| 1/1 [00:00<00:00, 261.51it/s, v_num=3]
Epoch 827:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 828:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 828: 100%|██████████| 1/1 [00:00<00:00, 571.90it/s, v_num=3]
Epoch 828: 100%|██████████| 1/1 [00:00<00:00, 509.39it/s, v_num=3]
Epoch 828: 100%|██████████| 1/1 [00:00<00:00, 260.68it/s, v_num=3]
Epoch 828:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 829:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 829: 100%|██████████| 1/1 [00:00<00:00, 529.38it/s, v_num=3]
Epoch 829: 100%|██████████| 1/1 [00:00<00:00, 452.46it/s, v_num=3]
Epoch 829: 100%|██████████| 1/1 [00:00<00:00, 246.67it/s, v_num=3]
Epoch 829:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 830:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 830: 100%|██████████| 1/1 [00:00<00:00, 578.13it/s, v_num=3]
Epoch 830: 100%|██████████| 1/1 [00:00<00:00, 514.26it/s, v_num=3]
Epoch 830: 100%|██████████| 1/1 [00:00<00:00, 262.65it/s, v_num=3]
Epoch 830:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 831:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 831: 100%|██████████| 1/1 [00:00<00:00, 578.21it/s, v_num=3]
Epoch 831: 100%|██████████| 1/1 [00:00<00:00, 503.03it/s, v_num=3]
Epoch 831: 100%|██████████| 1/1 [00:00<00:00, 262.82it/s, v_num=3]
Epoch 831:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 832:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 832: 100%|██████████| 1/1 [00:00<00:00, 496.66it/s, v_num=3]
Epoch 832: 100%|██████████| 1/1 [00:00<00:00, 445.26it/s, v_num=3]
Epoch 832: 100%|██████████| 1/1 [00:00<00:00, 245.32it/s, v_num=3]
Epoch 832:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 833:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 833: 100%|██████████| 1/1 [00:00<00:00, 560.21it/s, v_num=3]
Epoch 833: 100%|██████████| 1/1 [00:00<00:00, 499.80it/s, v_num=3]
Epoch 833: 100%|██████████| 1/1 [00:00<00:00, 243.27it/s, v_num=3]
Epoch 833:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 834:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 834: 100%|██████████| 1/1 [00:00<00:00, 544.86it/s, v_num=3]
Epoch 834: 100%|██████████| 1/1 [00:00<00:00, 487.65it/s, v_num=3]
Epoch 834: 100%|██████████| 1/1 [00:00<00:00, 257.57it/s, v_num=3]
Epoch 834:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 835:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 835: 100%|██████████| 1/1 [00:00<00:00, 486.97it/s, v_num=3]
Epoch 835: 100%|██████████| 1/1 [00:00<00:00, 441.04it/s, v_num=3]
Epoch 835: 100%|██████████| 1/1 [00:00<00:00, 237.54it/s, v_num=3]
Epoch 835:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 836:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 836: 100%|██████████| 1/1 [00:00<00:00, 546.63it/s, v_num=3]
Epoch 836: 100%|██████████| 1/1 [00:00<00:00, 488.56it/s, v_num=3]
Epoch 836: 100%|██████████| 1/1 [00:00<00:00, 243.98it/s, v_num=3]
Epoch 836:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 837:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 837: 100%|██████████| 1/1 [00:00<00:00, 569.11it/s, v_num=3]
Epoch 837: 100%|██████████| 1/1 [00:00<00:00, 506.74it/s, v_num=3]
Epoch 837: 100%|██████████| 1/1 [00:00<00:00, 260.65it/s, v_num=3]
Epoch 837:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 838:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 838: 100%|██████████| 1/1 [00:00<00:00, 565.12it/s, v_num=3]
Epoch 838: 100%|██████████| 1/1 [00:00<00:00, 492.46it/s, v_num=3]
Epoch 838: 100%|██████████| 1/1 [00:00<00:00, 255.19it/s, v_num=3]
Epoch 838:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 839:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 839: 100%|██████████| 1/1 [00:00<00:00, 490.56it/s, v_num=3]
Epoch 839: 100%|██████████| 1/1 [00:00<00:00, 442.76it/s, v_num=3]
Epoch 839: 100%|██████████| 1/1 [00:00<00:00, 244.87it/s, v_num=3]
Epoch 839:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 840:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 840: 100%|██████████| 1/1 [00:00<00:00, 568.49it/s, v_num=3]
Epoch 840: 100%|██████████| 1/1 [00:00<00:00, 506.07it/s, v_num=3]
Epoch 840: 100%|██████████| 1/1 [00:00<00:00, 259.44it/s, v_num=3]
Epoch 840:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 841:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 841: 100%|██████████| 1/1 [00:00<00:00, 552.61it/s, v_num=3]
Epoch 841: 100%|██████████| 1/1 [00:00<00:00, 493.51it/s, v_num=3]
Epoch 841: 100%|██████████| 1/1 [00:00<00:00, 259.90it/s, v_num=3]
Epoch 841:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 842:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 842: 100%|██████████| 1/1 [00:00<00:00, 519.87it/s, v_num=3]
Epoch 842: 100%|██████████| 1/1 [00:00<00:00, 466.92it/s, v_num=3]
Epoch 842: 100%|██████████| 1/1 [00:00<00:00, 247.64it/s, v_num=3]
Epoch 842:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 843:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 843: 100%|██████████| 1/1 [00:00<00:00, 549.50it/s, v_num=3]
Epoch 843: 100%|██████████| 1/1 [00:00<00:00, 490.56it/s, v_num=3]
Epoch 843: 100%|██████████| 1/1 [00:00<00:00, 245.70it/s, v_num=3]
Epoch 843:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 844:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 844: 100%|██████████| 1/1 [00:00<00:00, 550.65it/s, v_num=3]
Epoch 844: 100%|██████████| 1/1 [00:00<00:00, 491.77it/s, v_num=3]
Epoch 844: 100%|██████████| 1/1 [00:00<00:00, 259.04it/s, v_num=3]
Epoch 844:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 845:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 845: 100%|██████████| 1/1 [00:00<00:00, 548.42it/s, v_num=3]
Epoch 845: 100%|██████████| 1/1 [00:00<00:00, 490.28it/s, v_num=3]
Epoch 845: 100%|██████████| 1/1 [00:00<00:00, 255.73it/s, v_num=3]
Epoch 845:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 846:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 846: 100%|██████████| 1/1 [00:00<00:00, 547.06it/s, v_num=3]
Epoch 846: 100%|██████████| 1/1 [00:00<00:00, 488.90it/s, v_num=3]
Epoch 846: 100%|██████████| 1/1 [00:00<00:00, 257.57it/s, v_num=3]
Epoch 846:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 847:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 847: 100%|██████████| 1/1 [00:00<00:00, 556.94it/s, v_num=3]
Epoch 847: 100%|██████████| 1/1 [00:00<00:00, 497.19it/s, v_num=3]
Epoch 847: 100%|██████████| 1/1 [00:00<00:00, 257.46it/s, v_num=3]
Epoch 847:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 848:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 848: 100%|██████████| 1/1 [00:00<00:00, 533.02it/s, v_num=3]
Epoch 848: 100%|██████████| 1/1 [00:00<00:00, 477.38it/s, v_num=3]
Epoch 848: 100%|██████████| 1/1 [00:00<00:00, 253.10it/s, v_num=3]
Epoch 848:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 849:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 849: 100%|██████████| 1/1 [00:00<00:00, 549.57it/s, v_num=3]
Epoch 849: 100%|██████████| 1/1 [00:00<00:00, 490.68it/s, v_num=3]
Epoch 849: 100%|██████████| 1/1 [00:00<00:00, 215.90it/s, v_num=3]
Epoch 849:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 850:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 850: 100%|██████████| 1/1 [00:00<00:00, 525.73it/s, v_num=3]
Epoch 850: 100%|██████████| 1/1 [00:00<00:00, 472.23it/s, v_num=3]
Epoch 850: 100%|██████████| 1/1 [00:00<00:00, 250.83it/s, v_num=3]
Epoch 850:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 851:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 851: 100%|██████████| 1/1 [00:00<00:00, 541.41it/s, v_num=3]
Epoch 851: 100%|██████████| 1/1 [00:00<00:00, 484.44it/s, v_num=3]
Epoch 851: 100%|██████████| 1/1 [00:00<00:00, 249.38it/s, v_num=3]
Epoch 851:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 852:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 852: 100%|██████████| 1/1 [00:00<00:00, 533.97it/s, v_num=3]
Epoch 852: 100%|██████████| 1/1 [00:00<00:00, 467.07it/s, v_num=3]
Epoch 852: 100%|██████████| 1/1 [00:00<00:00, 248.35it/s, v_num=3]
Epoch 852:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 853:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 853: 100%|██████████| 1/1 [00:00<00:00, 519.80it/s, v_num=3]
Epoch 853: 100%|██████████| 1/1 [00:00<00:00, 467.02it/s, v_num=3]
Epoch 853: 100%|██████████| 1/1 [00:00<00:00, 248.61it/s, v_num=3]
Epoch 853:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 854:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 854: 100%|██████████| 1/1 [00:00<00:00, 543.51it/s, v_num=3]
Epoch 854: 100%|██████████| 1/1 [00:00<00:00, 486.41it/s, v_num=3]
Epoch 854: 100%|██████████| 1/1 [00:00<00:00, 251.17it/s, v_num=3]
Epoch 854:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 855:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 855: 100%|██████████| 1/1 [00:00<00:00, 533.49it/s, v_num=3]
Epoch 855: 100%|██████████| 1/1 [00:00<00:00, 477.77it/s, v_num=3]
Epoch 855: 100%|██████████| 1/1 [00:00<00:00, 253.19it/s, v_num=3]
Epoch 855:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 856:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 856: 100%|██████████| 1/1 [00:00<00:00, 549.21it/s, v_num=3]
Epoch 856: 100%|██████████| 1/1 [00:00<00:00, 490.56it/s, v_num=3]
Epoch 856: 100%|██████████| 1/1 [00:00<00:00, 253.25it/s, v_num=3]
Epoch 856:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 857:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 857: 100%|██████████| 1/1 [00:00<00:00, 527.25it/s, v_num=3]
Epoch 857: 100%|██████████| 1/1 [00:00<00:00, 472.81it/s, v_num=3]
Epoch 857: 100%|██████████| 1/1 [00:00<00:00, 250.56it/s, v_num=3]
Epoch 857:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 858:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 858: 100%|██████████| 1/1 [00:00<00:00, 549.28it/s, v_num=3]
Epoch 858: 100%|██████████| 1/1 [00:00<00:00, 491.14it/s, v_num=3]
Epoch 858: 100%|██████████| 1/1 [00:00<00:00, 253.25it/s, v_num=3]
Epoch 858:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 859:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 859: 100%|██████████| 1/1 [00:00<00:00, 556.94it/s, v_num=3]
Epoch 859: 100%|██████████| 1/1 [00:00<00:00, 486.92it/s, v_num=3]
Epoch 859: 100%|██████████| 1/1 [00:00<00:00, 253.75it/s, v_num=3]
Epoch 859:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 860:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 860: 100%|██████████| 1/1 [00:00<00:00, 550.87it/s, v_num=3]
Epoch 860: 100%|██████████| 1/1 [00:00<00:00, 492.58it/s, v_num=3]
Epoch 860: 100%|██████████| 1/1 [00:00<00:00, 259.42it/s, v_num=3]
Epoch 860:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 861:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 861: 100%|██████████| 1/1 [00:00<00:00, 571.35it/s, v_num=3]
Epoch 861: 100%|██████████| 1/1 [00:00<00:00, 509.08it/s, v_num=3]
Epoch 861: 100%|██████████| 1/1 [00:00<00:00, 259.21it/s, v_num=3]
Epoch 861:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 862:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 862: 100%|██████████| 1/1 [00:00<00:00, 541.06it/s, v_num=3]
Epoch 862: 100%|██████████| 1/1 [00:00<00:00, 484.22it/s, v_num=3]
Epoch 862: 100%|██████████| 1/1 [00:00<00:00, 257.67it/s, v_num=3]
Epoch 862:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 863:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 863: 100%|██████████| 1/1 [00:00<00:00, 576.46it/s, v_num=3]
Epoch 863: 100%|██████████| 1/1 [00:00<00:00, 512.13it/s, v_num=3]
Epoch 863: 100%|██████████| 1/1 [00:00<00:00, 264.56it/s, v_num=3]
Epoch 863:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 864:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 864: 100%|██████████| 1/1 [00:00<00:00, 575.35it/s, v_num=3]
Epoch 864: 100%|██████████| 1/1 [00:00<00:00, 511.25it/s, v_num=3]
Epoch 864: 100%|██████████| 1/1 [00:00<00:00, 258.45it/s, v_num=3]
Epoch 864:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 865:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 865: 100%|██████████| 1/1 [00:00<00:00, 559.99it/s, v_num=3]
Epoch 865: 100%|██████████| 1/1 [00:00<00:00, 500.04it/s, v_num=3]
Epoch 865: 100%|██████████| 1/1 [00:00<00:00, 262.31it/s, v_num=3]
Epoch 865:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 866:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 866: 100%|██████████| 1/1 [00:00<00:00, 580.04it/s, v_num=3]
Epoch 866: 100%|██████████| 1/1 [00:00<00:00, 515.46it/s, v_num=3]
Epoch 866: 100%|██████████| 1/1 [00:00<00:00, 263.61it/s, v_num=3]
Epoch 866:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 867:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 867: 100%|██████████| 1/1 [00:00<00:00, 581.25it/s, v_num=3]
Epoch 867: 100%|██████████| 1/1 [00:00<00:00, 516.35it/s, v_num=3]
Epoch 867: 100%|██████████| 1/1 [00:00<00:00, 263.38it/s, v_num=3]
Epoch 867:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 868:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 868: 100%|██████████| 1/1 [00:00<00:00, 569.26it/s, v_num=3]
Epoch 868: 100%|██████████| 1/1 [00:00<00:00, 507.29it/s, v_num=3]
Epoch 868: 100%|██████████| 1/1 [00:00<00:00, 264.34it/s, v_num=3]
Epoch 868:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 869:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 869: 100%|██████████| 1/1 [00:00<00:00, 579.64it/s, v_num=3]
Epoch 869: 100%|██████████| 1/1 [00:00<00:00, 515.08it/s, v_num=3]
Epoch 869: 100%|██████████| 1/1 [00:00<00:00, 264.06it/s, v_num=3]
Epoch 869:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 870:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 870: 100%|██████████| 1/1 [00:00<00:00, 579.32it/s, v_num=3]
Epoch 870: 100%|██████████| 1/1 [00:00<00:00, 502.61it/s, v_num=3]
Epoch 870: 100%|██████████| 1/1 [00:00<00:00, 262.31it/s, v_num=3]
Epoch 870:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 871:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 871: 100%|██████████| 1/1 [00:00<00:00, 567.18it/s, v_num=3]
Epoch 871: 100%|██████████| 1/1 [00:00<00:00, 505.22it/s, v_num=3]
Epoch 871: 100%|██████████| 1/1 [00:00<00:00, 264.66it/s, v_num=3]
Epoch 871:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 872:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 872: 100%|██████████| 1/1 [00:00<00:00, 577.89it/s, v_num=3]
Epoch 872: 100%|██████████| 1/1 [00:00<00:00, 513.88it/s, v_num=3]
Epoch 872: 100%|██████████| 1/1 [00:00<00:00, 263.69it/s, v_num=3]
Epoch 872:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 873:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 873: 100%|██████████| 1/1 [00:00<00:00, 561.49it/s, v_num=3]
Epoch 873: 100%|██████████| 1/1 [00:00<00:00, 500.22it/s, v_num=3]
Epoch 873: 100%|██████████| 1/1 [00:00<00:00, 261.21it/s, v_num=3]
Epoch 873:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 874:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 874: 100%|██████████| 1/1 [00:00<00:00, 556.72it/s, v_num=3]
Epoch 874: 100%|██████████| 1/1 [00:00<00:00, 496.48it/s, v_num=3]
Epoch 874: 100%|██████████| 1/1 [00:00<00:00, 261.95it/s, v_num=3]
Epoch 874:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 875:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 875: 100%|██████████| 1/1 [00:00<00:00, 577.89it/s, v_num=3]
Epoch 875: 100%|██████████| 1/1 [00:00<00:00, 513.57it/s, v_num=3]
Epoch 875: 100%|██████████| 1/1 [00:00<00:00, 262.67it/s, v_num=3]
Epoch 875:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 876:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 876: 100%|██████████| 1/1 [00:00<00:00, 560.44it/s, v_num=3]
Epoch 876: 100%|██████████| 1/1 [00:00<00:00, 500.22it/s, v_num=3]
Epoch 876: 100%|██████████| 1/1 [00:00<00:00, 263.10it/s, v_num=3]
Epoch 876:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 877:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 877: 100%|██████████| 1/1 [00:00<00:00, 577.49it/s, v_num=3]
Epoch 877: 100%|██████████| 1/1 [00:00<00:00, 513.19it/s, v_num=3]
Epoch 877: 100%|██████████| 1/1 [00:00<00:00, 266.49it/s, v_num=3]
Epoch 877:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 878:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 878: 100%|██████████| 1/1 [00:00<00:00, 581.01it/s, v_num=3]
Epoch 878: 100%|██████████| 1/1 [00:00<00:00, 515.97it/s, v_num=3]
Epoch 878: 100%|██████████| 1/1 [00:00<00:00, 263.40it/s, v_num=3]
Epoch 878:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 879:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 879: 100%|██████████| 1/1 [00:00<00:00, 560.96it/s, v_num=3]
Epoch 879: 100%|██████████| 1/1 [00:00<00:00, 500.04it/s, v_num=3]
Epoch 879: 100%|██████████| 1/1 [00:00<00:00, 262.59it/s, v_num=3]
Epoch 879:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 880:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 880: 100%|██████████| 1/1 [00:00<00:00, 576.85it/s, v_num=3]
Epoch 880: 100%|██████████| 1/1 [00:00<00:00, 512.56it/s, v_num=3]
Epoch 880: 100%|██████████| 1/1 [00:00<00:00, 262.72it/s, v_num=3]
Epoch 880:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 881:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 881: 100%|██████████| 1/1 [00:00<00:00, 579.16it/s, v_num=3]
Epoch 881: 100%|██████████| 1/1 [00:00<00:00, 514.51it/s, v_num=3]
Epoch 881: 100%|██████████| 1/1 [00:00<00:00, 263.15it/s, v_num=3]
Epoch 881:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 882:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 882: 100%|██████████| 1/1 [00:00<00:00, 562.39it/s, v_num=3]
Epoch 882: 100%|██████████| 1/1 [00:00<00:00, 501.29it/s, v_num=3]
Epoch 882: 100%|██████████| 1/1 [00:00<00:00, 262.57it/s, v_num=3]
Epoch 882:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 883:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 883: 100%|██████████| 1/1 [00:00<00:00, 580.13it/s, v_num=3]
Epoch 883: 100%|██████████| 1/1 [00:00<00:00, 516.09it/s, v_num=3]
Epoch 883: 100%|██████████| 1/1 [00:00<00:00, 263.08it/s, v_num=3]
Epoch 883:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 884:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 884: 100%|██████████| 1/1 [00:00<00:00, 578.84it/s, v_num=3]
Epoch 884: 100%|██████████| 1/1 [00:00<00:00, 502.85it/s, v_num=3]
Epoch 884: 100%|██████████| 1/1 [00:00<00:00, 261.75it/s, v_num=3]
Epoch 884:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 885:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 885: 100%|██████████| 1/1 [00:00<00:00, 562.84it/s, v_num=3]
Epoch 885: 100%|██████████| 1/1 [00:00<00:00, 502.13it/s, v_num=3]
Epoch 885: 100%|██████████| 1/1 [00:00<00:00, 262.32it/s, v_num=3]
Epoch 885:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 886:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 886: 100%|██████████| 1/1 [00:00<00:00, 577.73it/s, v_num=3]
Epoch 886: 100%|██████████| 1/1 [00:00<00:00, 513.82it/s, v_num=3]
Epoch 886: 100%|██████████| 1/1 [00:00<00:00, 262.36it/s, v_num=3]
Epoch 886:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 887:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 887: 100%|██████████| 1/1 [00:00<00:00, 537.80it/s, v_num=3]
Epoch 887: 100%|██████████| 1/1 [00:00<00:00, 481.61it/s, v_num=3]
Epoch 887: 100%|██████████| 1/1 [00:00<00:00, 256.83it/s, v_num=3]
Epoch 887:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 888:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 888: 100%|██████████| 1/1 [00:00<00:00, 557.23it/s, v_num=3]
Epoch 888: 100%|██████████| 1/1 [00:00<00:00, 497.19it/s, v_num=3]
Epoch 888: 100%|██████████| 1/1 [00:00<00:00, 260.87it/s, v_num=3]
Epoch 888:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 889:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 889: 100%|██████████| 1/1 [00:00<00:00, 572.21it/s, v_num=3]
Epoch 889: 100%|██████████| 1/1 [00:00<00:00, 509.20it/s, v_num=3]
Epoch 889: 100%|██████████| 1/1 [00:00<00:00, 259.56it/s, v_num=3]
Epoch 889:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 890:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 890: 100%|██████████| 1/1 [00:00<00:00, 557.31it/s, v_num=3]
Epoch 890: 100%|██████████| 1/1 [00:00<00:00, 497.19it/s, v_num=3]
Epoch 890: 100%|██████████| 1/1 [00:00<00:00, 260.99it/s, v_num=3]
Epoch 890:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 891:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 891: 100%|██████████| 1/1 [00:00<00:00, 575.03it/s, v_num=3]
Epoch 891: 100%|██████████| 1/1 [00:00<00:00, 511.50it/s, v_num=3]
Epoch 891: 100%|██████████| 1/1 [00:00<00:00, 262.24it/s, v_num=3]
Epoch 891:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 892:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 892: 100%|██████████| 1/1 [00:00<00:00, 564.97it/s, v_num=3]
Epoch 892: 100%|██████████| 1/1 [00:00<00:00, 503.40it/s, v_num=3]
Epoch 892: 100%|██████████| 1/1 [00:00<00:00, 258.56it/s, v_num=3]
Epoch 892:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 893:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 893: 100%|██████████| 1/1 [00:00<00:00, 549.57it/s, v_num=3]
Epoch 893: 100%|██████████| 1/1 [00:00<00:00, 491.19it/s, v_num=3]
Epoch 893: 100%|██████████| 1/1 [00:00<00:00, 258.11it/s, v_num=3]
Epoch 893:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 894:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 894: 100%|██████████| 1/1 [00:00<00:00, 569.41it/s, v_num=3]
Epoch 894: 100%|██████████| 1/1 [00:00<00:00, 507.05it/s, v_num=3]
Epoch 894: 100%|██████████| 1/1 [00:00<00:00, 260.82it/s, v_num=3]
Epoch 894:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 895:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 895: 100%|██████████| 1/1 [00:00<00:00, 553.48it/s, v_num=3]
Epoch 895: 100%|██████████| 1/1 [00:00<00:00, 494.61it/s, v_num=3]
Epoch 895: 100%|██████████| 1/1 [00:00<00:00, 259.90it/s, v_num=3]
Epoch 895:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 896:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 896: 100%|██████████| 1/1 [00:00<00:00, 574.80it/s, v_num=3]
Epoch 896: 100%|██████████| 1/1 [00:00<00:00, 506.31it/s, v_num=3]
Epoch 896: 100%|██████████| 1/1 [00:00<00:00, 259.82it/s, v_num=3]
Epoch 896:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 897:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 897: 100%|██████████| 1/1 [00:00<00:00, 574.56it/s, v_num=3]
Epoch 897: 100%|██████████| 1/1 [00:00<00:00, 511.00it/s, v_num=3]
Epoch 897: 100%|██████████| 1/1 [00:00<00:00, 261.87it/s, v_num=3]
Epoch 897:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 898:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 898: 100%|██████████| 1/1 [00:00<00:00, 551.52it/s, v_num=3]
Epoch 898: 100%|██████████| 1/1 [00:00<00:00, 492.69it/s, v_num=3]
Epoch 898: 100%|██████████| 1/1 [00:00<00:00, 260.94it/s, v_num=3]
Epoch 898:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 899:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 899: 100%|██████████| 1/1 [00:00<00:00, 578.68it/s, v_num=3]
Epoch 899: 100%|██████████| 1/1 [00:00<00:00, 514.76it/s, v_num=3]
Epoch 899: 100%|██████████| 1/1 [00:00<00:00, 185.86it/s, v_num=3]
Epoch 899:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 900:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 900: 100%|██████████| 1/1 [00:00<00:00, 561.49it/s, v_num=3]
Epoch 900: 100%|██████████| 1/1 [00:00<00:00, 500.87it/s, v_num=3]
Epoch 900: 100%|██████████| 1/1 [00:00<00:00, 262.26it/s, v_num=3]
Epoch 900:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 901:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 901: 100%|██████████| 1/1 [00:00<00:00, 577.09it/s, v_num=3]
Epoch 901: 100%|██████████| 1/1 [00:00<00:00, 513.13it/s, v_num=3]
Epoch 901: 100%|██████████| 1/1 [00:00<00:00, 262.97it/s, v_num=3]
Epoch 901:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 902:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 902: 100%|██████████| 1/1 [00:00<00:00, 572.37it/s, v_num=3]
Epoch 902: 100%|██████████| 1/1 [00:00<00:00, 499.38it/s, v_num=3]
Epoch 902: 100%|██████████| 1/1 [00:00<00:00, 260.74it/s, v_num=3]
Epoch 902:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 903:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 903: 100%|██████████| 1/1 [00:00<00:00, 555.46it/s, v_num=3]
Epoch 903: 100%|██████████| 1/1 [00:00<00:00, 496.13it/s, v_num=3]
Epoch 903: 100%|██████████| 1/1 [00:00<00:00, 260.69it/s, v_num=3]
Epoch 903:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 904:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 904: 100%|██████████| 1/1 [00:00<00:00, 571.82it/s, v_num=3]
Epoch 904: 100%|██████████| 1/1 [00:00<00:00, 508.89it/s, v_num=3]
Epoch 904: 100%|██████████| 1/1 [00:00<00:00, 257.16it/s, v_num=3]
Epoch 904:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 905:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 905: 100%|██████████| 1/1 [00:00<00:00, 552.97it/s, v_num=3]
Epoch 905: 100%|██████████| 1/1 [00:00<00:00, 493.85it/s, v_num=3]
Epoch 905: 100%|██████████| 1/1 [00:00<00:00, 259.29it/s, v_num=3]
Epoch 905:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 906:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 906: 100%|██████████| 1/1 [00:00<00:00, 576.85it/s, v_num=3]
Epoch 906: 100%|██████████| 1/1 [00:00<00:00, 513.32it/s, v_num=3]
Epoch 906: 100%|██████████| 1/1 [00:00<00:00, 264.41it/s, v_num=3]
Epoch 906:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 907:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 907: 100%|██████████| 1/1 [00:00<00:00, 578.29it/s, v_num=3]
Epoch 907: 100%|██████████| 1/1 [00:00<00:00, 514.39it/s, v_num=3]
Epoch 907: 100%|██████████| 1/1 [00:00<00:00, 261.52it/s, v_num=3]
Epoch 907:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 908:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 908: 100%|██████████| 1/1 [00:00<00:00, 556.64it/s, v_num=3]
Epoch 908: 100%|██████████| 1/1 [00:00<00:00, 497.13it/s, v_num=3]
Epoch 908: 100%|██████████| 1/1 [00:00<00:00, 259.48it/s, v_num=3]
Epoch 908:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 909:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 909: 100%|██████████| 1/1 [00:00<00:00, 580.45it/s, v_num=3]
Epoch 909: 100%|██████████| 1/1 [00:00<00:00, 516.16it/s, v_num=3]
Epoch 909: 100%|██████████| 1/1 [00:00<00:00, 262.23it/s, v_num=3]
Epoch 909:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 910:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 910: 100%|██████████| 1/1 [00:00<00:00, 579.48it/s, v_num=3]
Epoch 910: 100%|██████████| 1/1 [00:00<00:00, 515.33it/s, v_num=3]
Epoch 910: 100%|██████████| 1/1 [00:00<00:00, 262.87it/s, v_num=3]
Epoch 910:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 911:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 911: 100%|██████████| 1/1 [00:00<00:00, 564.51it/s, v_num=3]
Epoch 911: 100%|██████████| 1/1 [00:00<00:00, 503.28it/s, v_num=3]
Epoch 911: 100%|██████████| 1/1 [00:00<00:00, 262.41it/s, v_num=3]
Epoch 911:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 912:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 912: 100%|██████████| 1/1 [00:00<00:00, 580.29it/s, v_num=3]
Epoch 912: 100%|██████████| 1/1 [00:00<00:00, 515.52it/s, v_num=3]
Epoch 912: 100%|██████████| 1/1 [00:00<00:00, 262.19it/s, v_num=3]
Epoch 912:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 913:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 913: 100%|██████████| 1/1 [00:00<00:00, 580.04it/s, v_num=3]
Epoch 913: 100%|██████████| 1/1 [00:00<00:00, 505.03it/s, v_num=3]
Epoch 913: 100%|██████████| 1/1 [00:00<00:00, 262.08it/s, v_num=3]
Epoch 913:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 914:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 914: 100%|██████████| 1/1 [00:00<00:00, 542.60it/s, v_num=3]
Epoch 914: 100%|██████████| 1/1 [00:00<00:00, 485.17it/s, v_num=3]
Epoch 914: 100%|██████████| 1/1 [00:00<00:00, 253.19it/s, v_num=3]
Epoch 914:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 915:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 915: 100%|██████████| 1/1 [00:00<00:00, 574.80it/s, v_num=3]
Epoch 915: 100%|██████████| 1/1 [00:00<00:00, 511.38it/s, v_num=3]
Epoch 915: 100%|██████████| 1/1 [00:00<00:00, 259.12it/s, v_num=3]
Epoch 915:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 916:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 916: 100%|██████████| 1/1 [00:00<00:00, 549.14it/s, v_num=3]
Epoch 916: 100%|██████████| 1/1 [00:00<00:00, 490.45it/s, v_num=3]
Epoch 916: 100%|██████████| 1/1 [00:00<00:00, 256.30it/s, v_num=3]
Epoch 916:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 917:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 917: 100%|██████████| 1/1 [00:00<00:00, 566.57it/s, v_num=3]
Epoch 917: 100%|██████████| 1/1 [00:00<00:00, 504.91it/s, v_num=3]
Epoch 917: 100%|██████████| 1/1 [00:00<00:00, 258.02it/s, v_num=3]
Epoch 917:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 918:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 918: 100%|██████████| 1/1 [00:00<00:00, 570.81it/s, v_num=3]
Epoch 918: 100%|██████████| 1/1 [00:00<00:00, 507.97it/s, v_num=3]
Epoch 918: 100%|██████████| 1/1 [00:00<00:00, 260.18it/s, v_num=3]
Epoch 918:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 919:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 919: 100%|██████████| 1/1 [00:00<00:00, 557.83it/s, v_num=3]
Epoch 919: 100%|██████████| 1/1 [00:00<00:00, 497.72it/s, v_num=3]
Epoch 919: 100%|██████████| 1/1 [00:00<00:00, 260.06it/s, v_num=3]
Epoch 919:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 920:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 920: 100%|██████████| 1/1 [00:00<00:00, 573.62it/s, v_num=3]
Epoch 920: 100%|██████████| 1/1 [00:00<00:00, 510.07it/s, v_num=3]
Epoch 920: 100%|██████████| 1/1 [00:00<00:00, 260.18it/s, v_num=3]
Epoch 920:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 921:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 921: 100%|██████████| 1/1 [00:00<00:00, 575.59it/s, v_num=3]
Epoch 921: 100%|██████████| 1/1 [00:00<00:00, 500.87it/s, v_num=3]
Epoch 921: 100%|██████████| 1/1 [00:00<00:00, 260.02it/s, v_num=3]
Epoch 921:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 922:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 922: 100%|██████████| 1/1 [00:00<00:00, 560.44it/s, v_num=3]
Epoch 922: 100%|██████████| 1/1 [00:00<00:00, 499.50it/s, v_num=3]
Epoch 922: 100%|██████████| 1/1 [00:00<00:00, 260.82it/s, v_num=3]
Epoch 922:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 923:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 923: 100%|██████████| 1/1 [00:00<00:00, 571.43it/s, v_num=3]
Epoch 923: 100%|██████████| 1/1 [00:00<00:00, 508.03it/s, v_num=3]
Epoch 923: 100%|██████████| 1/1 [00:00<00:00, 256.97it/s, v_num=3]
Epoch 923:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 924:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 924: 100%|██████████| 1/1 [00:00<00:00, 553.92it/s, v_num=3]
Epoch 924: 100%|██████████| 1/1 [00:00<00:00, 494.32it/s, v_num=3]
Epoch 924: 100%|██████████| 1/1 [00:00<00:00, 254.60it/s, v_num=3]
Epoch 924:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 925:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 925: 100%|██████████| 1/1 [00:00<00:00, 567.95it/s, v_num=3]
Epoch 925: 100%|██████████| 1/1 [00:00<00:00, 505.40it/s, v_num=3]
Epoch 925: 100%|██████████| 1/1 [00:00<00:00, 258.43it/s, v_num=3]
Epoch 925:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 926:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 926: 100%|██████████| 1/1 [00:00<00:00, 513.19it/s, v_num=3]
Epoch 926: 100%|██████████| 1/1 [00:00<00:00, 461.52it/s, v_num=3]
Epoch 926: 100%|██████████| 1/1 [00:00<00:00, 245.11it/s, v_num=3]
Epoch 926:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 927:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 927: 100%|██████████| 1/1 [00:00<00:00, 550.87it/s, v_num=3]
Epoch 927: 100%|██████████| 1/1 [00:00<00:00, 491.77it/s, v_num=3]
Epoch 927: 100%|██████████| 1/1 [00:00<00:00, 257.21it/s, v_num=3]
Epoch 927:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 928:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 928: 100%|██████████| 1/1 [00:00<00:00, 571.90it/s, v_num=3]
Epoch 928: 100%|██████████| 1/1 [00:00<00:00, 504.85it/s, v_num=3]
Epoch 928: 100%|██████████| 1/1 [00:00<00:00, 244.07it/s, v_num=3]
Epoch 928:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 929:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 929: 100%|██████████| 1/1 [00:00<00:00, 554.22it/s, v_num=3]
Epoch 929: 100%|██████████| 1/1 [00:00<00:00, 494.79it/s, v_num=3]
Epoch 929: 100%|██████████| 1/1 [00:00<00:00, 245.84it/s, v_num=3]
Epoch 929:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 930:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 930: 100%|██████████| 1/1 [00:00<00:00, 570.73it/s, v_num=3]
Epoch 930: 100%|██████████| 1/1 [00:00<00:00, 507.60it/s, v_num=3]
Epoch 930: 100%|██████████| 1/1 [00:00<00:00, 257.38it/s, v_num=3]
Epoch 930:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 931:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 931: 100%|██████████| 1/1 [00:00<00:00, 489.42it/s, v_num=3]
Epoch 931: 100%|██████████| 1/1 [00:00<00:00, 441.92it/s, v_num=3]
Epoch 931: 100%|██████████| 1/1 [00:00<00:00, 243.13it/s, v_num=3]
Epoch 931:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 932:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 932: 100%|██████████| 1/1 [00:00<00:00, 556.50it/s, v_num=3]
Epoch 932: 100%|██████████| 1/1 [00:00<00:00, 496.78it/s, v_num=3]
Epoch 932: 100%|██████████| 1/1 [00:00<00:00, 245.19it/s, v_num=3]
Epoch 932:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 933:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 933: 100%|██████████| 1/1 [00:00<00:00, 565.57it/s, v_num=3]
Epoch 933: 100%|██████████| 1/1 [00:00<00:00, 503.58it/s, v_num=3]
Epoch 933: 100%|██████████| 1/1 [00:00<00:00, 257.76it/s, v_num=3]
Epoch 933:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 934:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 934: 100%|██████████| 1/1 [00:00<00:00, 538.56it/s, v_num=3]
Epoch 934: 100%|██████████| 1/1 [00:00<00:00, 469.74it/s, v_num=3]
Epoch 934: 100%|██████████| 1/1 [00:00<00:00, 251.47it/s, v_num=3]
Epoch 934:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 935:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 935: 100%|██████████| 1/1 [00:00<00:00, 575.27it/s, v_num=3]
Epoch 935: 100%|██████████| 1/1 [00:00<00:00, 511.81it/s, v_num=3]
Epoch 935: 100%|██████████| 1/1 [00:00<00:00, 260.89it/s, v_num=3]
Epoch 935:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 936:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 936: 100%|██████████| 1/1 [00:00<00:00, 557.46it/s, v_num=3]
Epoch 936: 100%|██████████| 1/1 [00:00<00:00, 497.49it/s, v_num=3]
Epoch 936: 100%|██████████| 1/1 [00:00<00:00, 259.32it/s, v_num=3]
Epoch 936:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 937:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 937: 100%|██████████| 1/1 [00:00<00:00, 558.57it/s, v_num=3]
Epoch 937: 100%|██████████| 1/1 [00:00<00:00, 498.43it/s, v_num=3]
Epoch 937: 100%|██████████| 1/1 [00:00<00:00, 259.21it/s, v_num=3]
Epoch 937:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 938:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 938: 100%|██████████| 1/1 [00:00<00:00, 571.12it/s, v_num=3]
Epoch 938: 100%|██████████| 1/1 [00:00<00:00, 508.52it/s, v_num=3]
Epoch 938: 100%|██████████| 1/1 [00:00<00:00, 258.29it/s, v_num=3]
Epoch 938:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 939:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 939: 100%|██████████| 1/1 [00:00<00:00, 559.46it/s, v_num=3]
Epoch 939: 100%|██████████| 1/1 [00:00<00:00, 499.26it/s, v_num=3]
Epoch 939: 100%|██████████| 1/1 [00:00<00:00, 259.52it/s, v_num=3]
Epoch 939:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 940:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 940: 100%|██████████| 1/1 [00:00<00:00, 573.07it/s, v_num=3]
Epoch 940: 100%|██████████| 1/1 [00:00<00:00, 509.88it/s, v_num=3]
Epoch 940: 100%|██████████| 1/1 [00:00<00:00, 260.50it/s, v_num=3]
Epoch 940:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 941:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 941: 100%|██████████| 1/1 [00:00<00:00, 565.35it/s, v_num=3]
Epoch 941: 100%|██████████| 1/1 [00:00<00:00, 503.76it/s, v_num=3]
Epoch 941: 100%|██████████| 1/1 [00:00<00:00, 258.32it/s, v_num=3]
Epoch 941:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 942:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 942: 100%|██████████| 1/1 [00:00<00:00, 550.80it/s, v_num=3]
Epoch 942: 100%|██████████| 1/1 [00:00<00:00, 491.94it/s, v_num=3]
Epoch 942: 100%|██████████| 1/1 [00:00<00:00, 256.69it/s, v_num=3]
Epoch 942:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 943:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 943: 100%|██████████| 1/1 [00:00<00:00, 569.34it/s, v_num=3]
Epoch 943: 100%|██████████| 1/1 [00:00<00:00, 506.80it/s, v_num=3]
Epoch 943: 100%|██████████| 1/1 [00:00<00:00, 259.05it/s, v_num=3]
Epoch 943:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 944:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 944: 100%|██████████| 1/1 [00:00<00:00, 545.92it/s, v_num=3]
Epoch 944: 100%|██████████| 1/1 [00:00<00:00, 486.97it/s, v_num=3]
Epoch 944: 100%|██████████| 1/1 [00:00<00:00, 256.71it/s, v_num=3]
Epoch 944:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 945:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 945: 100%|██████████| 1/1 [00:00<00:00, 558.27it/s, v_num=3]
Epoch 945: 100%|██████████| 1/1 [00:00<00:00, 498.55it/s, v_num=3]
Epoch 945: 100%|██████████| 1/1 [00:00<00:00, 259.92it/s, v_num=3]
Epoch 945:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 946:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 946: 100%|██████████| 1/1 [00:00<00:00, 574.40it/s, v_num=3]
Epoch 946: 100%|██████████| 1/1 [00:00<00:00, 511.00it/s, v_num=3]
Epoch 946: 100%|██████████| 1/1 [00:00<00:00, 258.88it/s, v_num=3]
Epoch 946:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 947:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 947: 100%|██████████| 1/1 [00:00<00:00, 558.94it/s, v_num=3]
Epoch 947: 100%|██████████| 1/1 [00:00<00:00, 499.20it/s, v_num=3]
Epoch 947: 100%|██████████| 1/1 [00:00<00:00, 259.63it/s, v_num=3]
Epoch 947:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 948:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 948: 100%|██████████| 1/1 [00:00<00:00, 575.90it/s, v_num=3]
Epoch 948: 100%|██████████| 1/1 [00:00<00:00, 512.25it/s, v_num=3]
Epoch 948: 100%|██████████| 1/1 [00:00<00:00, 259.93it/s, v_num=3]
Epoch 948:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 949:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 949: 100%|██████████| 1/1 [00:00<00:00, 579.40it/s, v_num=3]
Epoch 949: 100%|██████████| 1/1 [00:00<00:00, 515.21it/s, v_num=3]
Epoch 949: 100%|██████████| 1/1 [00:00<00:00, 221.92it/s, v_num=3]
Epoch 949:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 950:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 950: 100%|██████████| 1/1 [00:00<00:00, 567.49it/s, v_num=3]
Epoch 950: 100%|██████████| 1/1 [00:00<00:00, 504.79it/s, v_num=3]
Epoch 950: 100%|██████████| 1/1 [00:00<00:00, 258.97it/s, v_num=3]
Epoch 950:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 951:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 951: 100%|██████████| 1/1 [00:00<00:00, 570.58it/s, v_num=3]
Epoch 951: 100%|██████████| 1/1 [00:00<00:00, 507.78it/s, v_num=3]
Epoch 951: 100%|██████████| 1/1 [00:00<00:00, 258.33it/s, v_num=3]
Epoch 951:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 952:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 952: 100%|██████████| 1/1 [00:00<00:00, 553.41it/s, v_num=3]
Epoch 952: 100%|██████████| 1/1 [00:00<00:00, 494.32it/s, v_num=3]
Epoch 952: 100%|██████████| 1/1 [00:00<00:00, 258.24it/s, v_num=3]
Epoch 952:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 953:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 953: 100%|██████████| 1/1 [00:00<00:00, 572.13it/s, v_num=3]
Epoch 953: 100%|██████████| 1/1 [00:00<00:00, 509.20it/s, v_num=3]
Epoch 953: 100%|██████████| 1/1 [00:00<00:00, 260.11it/s, v_num=3]
Epoch 953:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 954:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 954: 100%|██████████| 1/1 [00:00<00:00, 541.97it/s, v_num=3]
Epoch 954: 100%|██████████| 1/1 [00:00<00:00, 484.78it/s, v_num=3]
Epoch 954: 100%|██████████| 1/1 [00:00<00:00, 241.04it/s, v_num=3]
Epoch 954:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 955:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 955: 100%|██████████| 1/1 [00:00<00:00, 563.45it/s, v_num=3]
Epoch 955: 100%|██████████| 1/1 [00:00<00:00, 502.37it/s, v_num=3]
Epoch 955: 100%|██████████| 1/1 [00:00<00:00, 258.62it/s, v_num=3]
Epoch 955:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 956:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 956: 100%|██████████| 1/1 [00:00<00:00, 569.72it/s, v_num=3]
Epoch 956: 100%|██████████| 1/1 [00:00<00:00, 494.26it/s, v_num=3]
Epoch 956: 100%|██████████| 1/1 [00:00<00:00, 253.14it/s, v_num=3]
Epoch 956:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 957:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 957: 100%|██████████| 1/1 [00:00<00:00, 532.34it/s, v_num=3]
Epoch 957: 100%|██████████| 1/1 [00:00<00:00, 455.46it/s, v_num=3]
Epoch 957: 100%|██████████| 1/1 [00:00<00:00, 242.70it/s, v_num=3]
Epoch 957:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 958:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 958: 100%|██████████| 1/1 [00:00<00:00, 569.34it/s, v_num=3]
Epoch 958: 100%|██████████| 1/1 [00:00<00:00, 506.93it/s, v_num=3]
Epoch 958: 100%|██████████| 1/1 [00:00<00:00, 259.26it/s, v_num=3]
Epoch 958:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 959:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 959: 100%|██████████| 1/1 [00:00<00:00, 558.50it/s, v_num=3]
Epoch 959: 100%|██████████| 1/1 [00:00<00:00, 498.31it/s, v_num=3]
Epoch 959: 100%|██████████| 1/1 [00:00<00:00, 243.97it/s, v_num=3]
Epoch 959:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 960:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 960: 100%|██████████| 1/1 [00:00<00:00, 561.94it/s, v_num=3]
Epoch 960: 100%|██████████| 1/1 [00:00<00:00, 501.47it/s, v_num=3]
Epoch 960: 100%|██████████| 1/1 [00:00<00:00, 256.44it/s, v_num=3]
Epoch 960:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 961:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 961: 100%|██████████| 1/1 [00:00<00:00, 568.18it/s, v_num=3]
Epoch 961: 100%|██████████| 1/1 [00:00<00:00, 502.49it/s, v_num=3]
Epoch 961: 100%|██████████| 1/1 [00:00<00:00, 257.18it/s, v_num=3]
Epoch 961:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 962:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 962: 100%|██████████| 1/1 [00:00<00:00, 496.02it/s, v_num=3]
Epoch 962: 100%|██████████| 1/1 [00:00<00:00, 447.30it/s, v_num=3]
Epoch 962: 100%|██████████| 1/1 [00:00<00:00, 244.59it/s, v_num=3]
Epoch 962:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 963:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 963: 100%|██████████| 1/1 [00:00<00:00, 573.78it/s, v_num=3]
Epoch 963: 100%|██████████| 1/1 [00:00<00:00, 510.19it/s, v_num=3]
Epoch 963: 100%|██████████| 1/1 [00:00<00:00, 246.64it/s, v_num=3]
Epoch 963:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 964:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 964: 100%|██████████| 1/1 [00:00<00:00, 549.71it/s, v_num=3]
Epoch 964: 100%|██████████| 1/1 [00:00<00:00, 491.65it/s, v_num=3]
Epoch 964: 100%|██████████| 1/1 [00:00<00:00, 257.11it/s, v_num=3]
Epoch 964:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 965:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 965: 100%|██████████| 1/1 [00:00<00:00, 567.95it/s, v_num=3]
Epoch 965: 100%|██████████| 1/1 [00:00<00:00, 505.40it/s, v_num=3]
Epoch 965: 100%|██████████| 1/1 [00:00<00:00, 256.89it/s, v_num=3]
Epoch 965:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 966:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 966: 100%|██████████| 1/1 [00:00<00:00, 571.98it/s, v_num=3]
Epoch 966: 100%|██████████| 1/1 [00:00<00:00, 504.91it/s, v_num=3]
Epoch 966: 100%|██████████| 1/1 [00:00<00:00, 257.89it/s, v_num=3]
Epoch 966:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 967:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 967: 100%|██████████| 1/1 [00:00<00:00, 490.45it/s, v_num=3]
Epoch 967: 100%|██████████| 1/1 [00:00<00:00, 437.54it/s, v_num=3]
Epoch 967: 100%|██████████| 1/1 [00:00<00:00, 239.36it/s, v_num=3]
Epoch 967:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 968:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 968: 100%|██████████| 1/1 [00:00<00:00, 572.44it/s, v_num=3]
Epoch 968: 100%|██████████| 1/1 [00:00<00:00, 509.57it/s, v_num=3]
Epoch 968: 100%|██████████| 1/1 [00:00<00:00, 259.36it/s, v_num=3]
Epoch 968:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 969:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 969: 100%|██████████| 1/1 [00:00<00:00, 551.52it/s, v_num=3]
Epoch 969: 100%|██████████| 1/1 [00:00<00:00, 492.29it/s, v_num=3]
Epoch 969: 100%|██████████| 1/1 [00:00<00:00, 258.17it/s, v_num=3]
Epoch 969:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 970:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 970: 100%|██████████| 1/1 [00:00<00:00, 576.06it/s, v_num=3]
Epoch 970: 100%|██████████| 1/1 [00:00<00:00, 512.63it/s, v_num=3]
Epoch 970: 100%|██████████| 1/1 [00:00<00:00, 261.08it/s, v_num=3]
Epoch 970:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 971:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 971: 100%|██████████| 1/1 [00:00<00:00, 575.59it/s, v_num=3]
Epoch 971: 100%|██████████| 1/1 [00:00<00:00, 512.06it/s, v_num=3]
Epoch 971: 100%|██████████| 1/1 [00:00<00:00, 260.60it/s, v_num=3]
Epoch 971:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 972:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 972: 100%|██████████| 1/1 [00:00<00:00, 556.50it/s, v_num=3]
Epoch 972: 100%|██████████| 1/1 [00:00<00:00, 496.78it/s, v_num=3]
Epoch 972: 100%|██████████| 1/1 [00:00<00:00, 258.97it/s, v_num=3]
Epoch 972:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 973:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 973: 100%|██████████| 1/1 [00:00<00:00, 577.01it/s, v_num=3]
Epoch 973: 100%|██████████| 1/1 [00:00<00:00, 513.25it/s, v_num=3]
Epoch 973: 100%|██████████| 1/1 [00:00<00:00, 258.54it/s, v_num=3]
Epoch 973:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 974:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 974: 100%|██████████| 1/1 [00:00<00:00, 562.92it/s, v_num=3]
Epoch 974: 100%|██████████| 1/1 [00:00<00:00, 501.41it/s, v_num=3]
Epoch 974: 100%|██████████| 1/1 [00:00<00:00, 251.05it/s, v_num=3]
Epoch 974:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 975:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 975: 100%|██████████| 1/1 [00:00<00:00, 563.75it/s, v_num=3]
Epoch 975: 100%|██████████| 1/1 [00:00<00:00, 502.61it/s, v_num=3]
Epoch 975: 100%|██████████| 1/1 [00:00<00:00, 260.89it/s, v_num=3]
Epoch 975:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 976:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 976: 100%|██████████| 1/1 [00:00<00:00, 577.01it/s, v_num=3]
Epoch 976: 100%|██████████| 1/1 [00:00<00:00, 513.06it/s, v_num=3]
Epoch 976: 100%|██████████| 1/1 [00:00<00:00, 260.02it/s, v_num=3]
Epoch 976:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 977:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 977: 100%|██████████| 1/1 [00:00<00:00, 557.83it/s, v_num=3]
Epoch 977: 100%|██████████| 1/1 [00:00<00:00, 498.14it/s, v_num=3]
Epoch 977: 100%|██████████| 1/1 [00:00<00:00, 257.84it/s, v_num=3]
Epoch 977:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 978:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 978: 100%|██████████| 1/1 [00:00<00:00, 564.89it/s, v_num=3]
Epoch 978: 100%|██████████| 1/1 [00:00<00:00, 503.03it/s, v_num=3]
Epoch 978: 100%|██████████| 1/1 [00:00<00:00, 257.46it/s, v_num=3]
Epoch 978:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 979:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 979: 100%|██████████| 1/1 [00:00<00:00, 569.34it/s, v_num=3]
Epoch 979: 100%|██████████| 1/1 [00:00<00:00, 498.14it/s, v_num=3]
Epoch 979: 100%|██████████| 1/1 [00:00<00:00, 256.91it/s, v_num=3]
Epoch 979:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 980:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 980: 100%|██████████| 1/1 [00:00<00:00, 561.64it/s, v_num=3]
Epoch 980: 100%|██████████| 1/1 [00:00<00:00, 500.87it/s, v_num=3]
Epoch 980: 100%|██████████| 1/1 [00:00<00:00, 259.37it/s, v_num=3]
Epoch 980:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 981:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 981: 100%|██████████| 1/1 [00:00<00:00, 570.89it/s, v_num=3]
Epoch 981: 100%|██████████| 1/1 [00:00<00:00, 508.34it/s, v_num=3]
Epoch 981: 100%|██████████| 1/1 [00:00<00:00, 256.93it/s, v_num=3]
Epoch 981:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 982:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 982: 100%|██████████| 1/1 [00:00<00:00, 553.41it/s, v_num=3]
Epoch 982: 100%|██████████| 1/1 [00:00<00:00, 494.20it/s, v_num=3]
Epoch 982: 100%|██████████| 1/1 [00:00<00:00, 259.28it/s, v_num=3]
Epoch 982:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 983:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 983: 100%|██████████| 1/1 [00:00<00:00, 571.59it/s, v_num=3]
Epoch 983: 100%|██████████| 1/1 [00:00<00:00, 508.89it/s, v_num=3]
Epoch 983: 100%|██████████| 1/1 [00:00<00:00, 258.32it/s, v_num=3]
Epoch 983:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 984:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 984: 100%|██████████| 1/1 [00:00<00:00, 502.73it/s, v_num=3]
Epoch 984: 100%|██████████| 1/1 [00:00<00:00, 452.95it/s, v_num=3]
Epoch 984: 100%|██████████| 1/1 [00:00<00:00, 242.19it/s, v_num=3]
Epoch 984:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 985:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 985: 100%|██████████| 1/1 [00:00<00:00, 545.99it/s, v_num=3]
Epoch 985: 100%|██████████| 1/1 [00:00<00:00, 484.05it/s, v_num=3]
Epoch 985: 100%|██████████| 1/1 [00:00<00:00, 239.99it/s, v_num=3]
Epoch 985:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 986:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 986: 100%|██████████| 1/1 [00:00<00:00, 562.54it/s, v_num=3]
Epoch 986: 100%|██████████| 1/1 [00:00<00:00, 501.29it/s, v_num=3]
Epoch 986: 100%|██████████| 1/1 [00:00<00:00, 256.16it/s, v_num=3]
Epoch 986:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 987:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 987: 100%|██████████| 1/1 [00:00<00:00, 546.49it/s, v_num=3]
Epoch 987: 100%|██████████| 1/1 [00:00<00:00, 488.28it/s, v_num=3]
Epoch 987: 100%|██████████| 1/1 [00:00<00:00, 246.78it/s, v_num=3]
Epoch 987:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 988:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 988: 100%|██████████| 1/1 [00:00<00:00, 559.76it/s, v_num=3]
Epoch 988: 100%|██████████| 1/1 [00:00<00:00, 499.32it/s, v_num=3]
Epoch 988: 100%|██████████| 1/1 [00:00<00:00, 255.91it/s, v_num=3]
Epoch 988:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 989:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 989: 100%|██████████| 1/1 [00:00<00:00, 485.73it/s, v_num=3]
Epoch 989: 100%|██████████| 1/1 [00:00<00:00, 439.19it/s, v_num=3]
Epoch 989: 100%|██████████| 1/1 [00:00<00:00, 240.83it/s, v_num=3]
Epoch 989:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 990:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 990: 100%|██████████| 1/1 [00:00<00:00, 564.81it/s, v_num=3]
Epoch 990: 100%|██████████| 1/1 [00:00<00:00, 503.58it/s, v_num=3]
Epoch 990: 100%|██████████| 1/1 [00:00<00:00, 245.21it/s, v_num=3]
Epoch 990:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 991:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 991: 100%|██████████| 1/1 [00:00<00:00, 569.88it/s, v_num=3]
Epoch 991: 100%|██████████| 1/1 [00:00<00:00, 507.05it/s, v_num=3]
Epoch 991: 100%|██████████| 1/1 [00:00<00:00, 258.10it/s, v_num=3]
Epoch 991:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 992:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 992: 100%|██████████| 1/1 [00:00<00:00, 550.72it/s, v_num=3]
Epoch 992: 100%|██████████| 1/1 [00:00<00:00, 491.54it/s, v_num=3]
Epoch 992: 100%|██████████| 1/1 [00:00<00:00, 256.19it/s, v_num=3]
Epoch 992:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 993:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 993: 100%|██████████| 1/1 [00:00<00:00, 549.06it/s, v_num=3]
Epoch 993: 100%|██████████| 1/1 [00:00<00:00, 490.33it/s, v_num=3]
Epoch 993: 100%|██████████| 1/1 [00:00<00:00, 251.70it/s, v_num=3]
Epoch 993:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 994:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 994: 100%|██████████| 1/1 [00:00<00:00, 530.79it/s, v_num=3]
Epoch 994: 100%|██████████| 1/1 [00:00<00:00, 476.25it/s, v_num=3]
Epoch 994: 100%|██████████| 1/1 [00:00<00:00, 254.31it/s, v_num=3]
Epoch 994:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 995:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 995: 100%|██████████| 1/1 [00:00<00:00, 562.01it/s, v_num=3]
Epoch 995: 100%|██████████| 1/1 [00:00<00:00, 501.47it/s, v_num=3]
Epoch 995: 100%|██████████| 1/1 [00:00<00:00, 258.16it/s, v_num=3]
Epoch 995:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 996:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 996: 100%|██████████| 1/1 [00:00<00:00, 568.87it/s, v_num=3]
Epoch 996: 100%|██████████| 1/1 [00:00<00:00, 506.74it/s, v_num=3]
Epoch 996: 100%|██████████| 1/1 [00:00<00:00, 257.76it/s, v_num=3]
Epoch 996:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 997:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 997: 100%|██████████| 1/1 [00:00<00:00, 551.01it/s, v_num=3]
Epoch 997: 100%|██████████| 1/1 [00:00<00:00, 473.34it/s, v_num=3]
Epoch 997: 100%|██████████| 1/1 [00:00<00:00, 240.35it/s, v_num=3]
Epoch 997:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 998:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 998: 100%|██████████| 1/1 [00:00<00:00, 566.80it/s, v_num=3]
Epoch 998: 100%|██████████| 1/1 [00:00<00:00, 504.73it/s, v_num=3]
Epoch 998: 100%|██████████| 1/1 [00:00<00:00, 257.73it/s, v_num=3]
Epoch 998:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 999:   0%|          | 0/1 [00:00<?, ?it/s, v_num=3]
Epoch 999: 100%|██████████| 1/1 [00:00<00:00, 551.37it/s, v_num=3]
Epoch 999: 100%|██████████| 1/1 [00:00<00:00, 492.69it/s, v_num=3]
Epoch 999: 100%|██████████| 1/1 [00:00<00:00, 184.47it/s, v_num=3]
Epoch 999: 100%|██████████| 1/1 [00:00<00:00, 137.46it/s, v_num=3]


import matplotlib.pyplot as plt
import pytorch_lightning as pl
import torch
from pytorch_lightning import seed_everything
from torch.utils.data import DataLoader, Dataset

from proxtorch.operators import L1, TraceNorm

seed_everything(42)


class RobustPCA(pl.LightningModule):
    def __init__(self, input_shape, sigma_tn, sigma_l1):
        super(RobustPCA, self).__init__()
        self.input_shape = input_shape
        self.L = torch.nn.Parameter(torch.zeros(input_shape))
        self.S = torch.nn.Parameter(torch.zeros(input_shape))
        # Proximal operators
        self.trace_norm_prox = TraceNorm(alpha=sigma_tn)
        self.l1_prox = L1(alpha=sigma_l1)

    def forward(self, x):
        return self.L + self.S

    def training_step(self, batch, batch_idx):
        M = batch[0]
        # change lr to 1/(maximum absolute value of M)
        self.trainer.optimizers[0].param_groups[0]["lr"] = 1 / torch.abs(M).max()
        loss = torch.norm(M - self.forward(M), "fro")
        self.log("train_loss", loss)
        return loss

    def on_train_batch_end(self, outputs, batch, batch_idx: int) -> None:
        # Proximal updates
        with torch.no_grad():
            self.L.data = self.trace_norm_prox.prox(
                self.L.data, tau=self.trainer.optimizers[0].param_groups[0]["lr"]
            )
            self.S.data = self.l1_prox.prox(
                self.S.data, tau=self.trainer.optimizers[0].param_groups[0]["lr"]
            )
        self.log("trace_norm", self.trace_norm_prox(self.L.data))
        self.log("l1_norm", self.l1_prox(self.S.data))

    def configure_optimizers(self):
        optimizer = torch.optim.SGD(self.parameters(), lr=0.1)
        return optimizer


# Define the Dataset
class RandomMatrixDataset(Dataset):
    def __init__(self, samples, features, rank):
        self.samples = samples
        self.features = features
        self.data = []

        # Low rank component
        low_rank = torch.randn((features, rank)) @ torch.randn((rank, features))
        # Sparse component
        sparse = torch.Tensor(features, features).random_(0, 2) - 1  # -1 or 1 values
        mask = torch.rand((features, features)) > 0.95  # Only 5% entries have noise
        sparse = sparse * mask
        self.L = low_rank
        self.S = sparse
        self.M = self.L + self.S

    def __len__(self):
        return self.samples

    def __getitem__(self, idx):
        return self.M[idx], 0  # The second item (label) is just a placeholder


n_samples = 50
features = 50
rank = 5
# DataLoader
train_dataset = RandomMatrixDataset(n_samples, features, rank)
train_loader = DataLoader(train_dataset, batch_size=n_samples, shuffle=False)

# Initialize the model and trainer
model = RobustPCA(input_shape=(n_samples, features), sigma_tn=0.05, sigma_l1=0.02)
trainer = pl.Trainer(max_epochs=1000)
trainer.fit(model, train_loader)

# Visualization of the true and learned low-rank and sparse components
fig, axes = plt.subplots(nrows=2, ncols=3, figsize=(15, 10))

# True Components
axes[0, 0].imshow(train_dataset.L, cmap="gray", aspect="auto")
axes[0, 0].set_title("True Low Rank Component")
axes[0, 0].axis("off")

axes[0, 1].imshow(train_dataset.S, cmap="gray", aspect="auto")
axes[0, 1].set_title("True Sparse Component")
axes[0, 1].axis("off")

axes[0, 2].imshow(train_dataset.M, cmap="gray", aspect="auto")
axes[0, 2].set_title("Original Matrix (M)")
axes[0, 2].axis("off")

# Learned Components
axes[1, 0].imshow(
    model.L.detach().numpy() @ model.L.T.detach().numpy(),
    cmap="gray",
    aspect="auto",
)
axes[1, 0].set_title("Learned Low Rank Component")
axes[1, 0].axis("off")

axes[1, 1].imshow(model.S.detach().numpy(), cmap="gray", aspect="auto")
axes[1, 1].set_title("Learned Sparse Component")
axes[1, 1].axis("off")

model_M = model.L.detach().numpy() + model.S.detach().numpy()
axes[1, 2].imshow(
    model_M,
    cmap="gray",
    aspect="auto",
)
axes[1, 2].set_title("Reconstructed Matrix")
axes[1, 2].axis("off")

plt.tight_layout()
plt.show()

Total running time of the script: (0 minutes 6.107 seconds)

Gallery generated by Sphinx-Gallery