Processing...
Done!

ITERATION - loss: 0.00:   0%|          | 0/13 [00:00<?, ?it/s]
ITERATION - loss: 0.00:   0%|          | 0/13 [00:00<?, ?it/s]
Training Results - Epoch: 0 Metrics: mse: 7.453, avep: 0.946, top5: 0.955, frac_mc: 0.910, top1: 0.998, mae: 2.202, loss: 0.041

                                                              

ITERATION - loss: 0.00:   0%|          | 0/13 [00:00<?, ?it/s]
Validation Results - Epoch: 0 Metrics: mse: 6.576, avep: 0.930, top5: 0.934, frac_mc: 0.889, top1: 0.980, mae: 2.061, loss: 0.037

                                                              

ITERATION - loss: 0.00:   0%|          | 0/13 [00:00<?, ?it/s]
ITERATION - loss: 0.04:   8%|▊         | 1/13 [00:01<00:12,  1.05s/it]
ITERATION - loss: 0.04:  23%|██▎       | 3/13 [00:01<00:07,  1.32it/s]
ITERATION - loss: 0.04:  38%|███▊      | 5/13 [00:01<00:04,  1.79it/s]
ITERATION - loss: 0.05:  46%|████▌     | 6/13 [00:01<00:02,  2.35it/s]
ITERATION - loss: 0.04:  54%|█████▍    | 7/13 [00:01<00:01,  3.04it/s]
ITERATION - loss: 0.03:  69%|██████▉   | 9/13 [00:01<00:01,  3.86it/s]
ITERATION - loss: 0.03:  85%|████████▍ | 11/13 [00:02<00:00,  4.68it/s]
ITERATION - loss: 0.05:  92%|█████████▏| 12/13 [00:02<00:00,  5.30it/s]
ITERATION - loss: 0.04: 100%|██████████| 13/13 [00:02<00:00,  5.30it/s]
                                                                       

Training Results - Epoch: 1 Metrics: mse: 6.235, avep: 0.935, top5: 0.940, frac_mc: 0.884, top1: 0.985, mae: 2.032, loss: 0.036

ITERATION - loss: 0.04:   0%|          | 0/13 [00:03<00:02,  5.30it/s]
Validation Results - Epoch: 1 Metrics: mse: 5.559, avep: 0.912, top5: 0.912, frac_mc: 0.856, top1: 0.960, mae: 1.900, loss: 0.033

                                                                      

ITERATION - loss: 0.04:   0%|          | 0/13 [00:03<00:02,  5.30it/s]
ITERATION - loss: 0.04:   8%|▊         | 1/13 [00:03<00:05,  2.10it/s]
ITERATION - loss: 0.03:  23%|██▎       | 3/13 [00:03<00:03,  2.74it/s]
ITERATION - loss: 0.03:  38%|███▊      | 5/13 [00:03<00:02,  3.51it/s]
ITERATION - loss: 0.04:  54%|█████▍    | 7/13 [00:03<00:01,  4.36it/s]
ITERATION - loss: 0.03:  62%|██████▏   | 8/13 [00:04<00:01,  4.99it/s]
ITERATION - loss: 0.03:  69%|██████▉   | 9/13 [00:04<00:00,  5.83it/s]
ITERATION - loss: 0.04:  85%|████████▍ | 11/13 [00:04<00:00,  6.67it/s]
ITERATION - loss: 0.03:  92%|█████████▏| 12/13 [00:04<00:00,  7.28it/s]
ITERATION - loss: 0.03: 100%|██████████| 13/13 [00:04<00:00,  7.28it/s]
                                                                       

Training Results - Epoch: 2 Metrics: mse: 5.582, avep: 0.935, top5: 0.939, frac_mc: 0.884, top1: 0.985, mae: 1.918, loss: 0.034

ITERATION - loss: 0.03:   0%|          | 0/13 [00:05<00:01,  7.28it/s]
                                                                      

Validation Results - Epoch: 2 Metrics: mse: 5.097, avep: 0.913, top5: 0.912, frac_mc: 0.858, top1: 0.960, mae: 1.810, loss: 0.032

ITERATION - loss: 0.03:   0%|          | 0/13 [00:05<00:01,  7.28it/s]
ITERATION - loss: 0.04:   8%|▊         | 1/13 [00:05<00:05,  2.35it/s]
ITERATION - loss: 0.03:  23%|██▎       | 3/13 [00:05<00:03,  3.11it/s]
ITERATION - loss: 0.05:  38%|███▊      | 5/13 [00:05<00:01,  4.04it/s]
ITERATION - loss: 0.03:  54%|█████▍    | 7/13 [00:06<00:01,  5.04it/s]
ITERATION - loss: 0.04:  69%|██████▉   | 9/13 [00:06<00:00,  5.61it/s]
ITERATION - loss: 0.04:  77%|███████▋  | 10/13 [00:06<00:00,  6.01it/s]
ITERATION - loss: 0.04:  85%|████████▍ | 11/13 [00:06<00:00,  6.55it/s]
ITERATION - loss: 0.02: 100%|██████████| 13/13 [00:06<00:00,  7.97it/s]
ITERATION - loss: 0.02: 100%|██████████| 13/13 [00:06<00:00,  7.97it/s]
                                                                       

ITERATION - loss: 0.02:   0%|          | 0/13 [00:07<00:01,  7.97it/s]
Training Results - Epoch: 3 Metrics: mse: 5.635, avep: 0.935, top5: 0.939, frac_mc: 0.884, top1: 0.985, mae: 1.930, loss: 0.034

                                                                      

Validation Results - Epoch: 3 Metrics: mse: 5.123, avep: 0.913, top5: 0.912, frac_mc: 0.858, top1: 0.960, mae: 1.817, loss: 0.032

ITERATION - loss: 0.02:   0%|          | 0/13 [00:07<00:01,  7.97it/s]
ITERATION - loss: 0.04:  15%|█▌        | 2/13 [00:07<00:02,  3.85it/s]
ITERATION - loss: 0.04:  31%|███       | 4/13 [00:07<00:01,  4.91it/s]
ITERATION - loss: 0.04:  46%|████▌     | 6/13 [00:08<00:01,  5.89it/s]
ITERATION - loss: 0.04:  62%|██████▏   | 8/13 [00:08<00:00,  6.78it/s]
ITERATION - loss: 0.03:  77%|███████▋  | 10/13 [00:08<00:00,  7.46it/s]
ITERATION - loss: 0.03:  92%|█████████▏| 12/13 [00:08<00:00,  8.07it/s]
ITERATION - loss: 0.03: 100%|██████████| 13/13 [00:08<00:00,  8.07it/s]
                                                                       

Training Results - Epoch: 4 Metrics: mse: 5.521, avep: 0.935, top5: 0.939, frac_mc: 0.884, top1: 0.985, mae: 1.906, loss: 0.034

ITERATION - loss: 0.03:   0%|          | 0/13 [00:09<00:01,  8.07it/s]
                                                                      

Validation Results - Epoch: 4 Metrics: mse: 5.064, avep: 0.912, top5: 0.912, frac_mc: 0.858, top1: 0.960, mae: 1.802, loss: 0.032

ITERATION - loss: 0.03:   0%|          | 0/13 [00:09<00:01,  8.07it/s]
ITERATION - loss: 0.04:  15%|█▌        | 2/13 [00:09<00:03,  3.66it/s]
ITERATION - loss: 0.03:  23%|██▎       | 3/13 [00:10<00:02,  4.47it/s]
ITERATION - loss: 0.04:  38%|███▊      | 5/13 [00:10<00:01,  5.26it/s]
ITERATION - loss: 0.02:  54%|█████▍    | 7/13 [00:10<00:00,  6.26it/s]
ITERATION - loss: 0.04:  69%|██████▉   | 9/13 [00:10<00:00,  7.07it/s]
ITERATION - loss: 0.03:  77%|███████▋  | 10/13 [00:10<00:00,  7.23it/s]
ITERATION - loss: 0.03:  85%|████████▍ | 11/13 [00:10<00:00,  7.84it/s]
ITERATION - loss: 0.05: 100%|██████████| 13/13 [00:11<00:00,  8.92it/s]
ITERATION - loss: 0.05: 100%|██████████| 13/13 [00:11<00:00,  8.92it/s]
                                                                       

Training Results - Epoch: 5 Metrics: mse: 5.542, avep: 0.935, top5: 0.939, frac_mc: 0.884, top1: 0.985, mae: 1.911, loss: 0.034

ITERATION - loss: 0.05:   0%|          | 0/13 [00:11<00:01,  8.92it/s]
Validation Results - Epoch: 5 Metrics: mse: 5.072, avep: 0.913, top5: 0.914, frac_mc: 0.858, top1: 0.960, mae: 1.804, loss: 0.032

                                                                      

ITERATION - loss: 0.05:   0%|          | 0/13 [00:12<00:01,  8.92it/s]
ITERATION - loss: 0.04:  15%|█▌        | 2/13 [00:12<00:02,  3.98it/s]
ITERATION - loss: 0.04:  23%|██▎       | 3/13 [00:12<00:02,  4.66it/s]
ITERATION - loss: 0.04:  31%|███       | 4/13 [00:12<00:01,  5.14it/s]
ITERATION - loss: 0.03:  46%|████▌     | 6/13 [00:12<00:01,  5.97it/s]
ITERATION - loss: 0.03:  54%|█████▍    | 7/13 [00:12<00:00,  6.25it/s]
ITERATION - loss: 0.04:  69%|██████▉   | 9/13 [00:13<00:00,  6.83it/s]
ITERATION - loss: 0.03:  77%|███████▋  | 10/13 [00:13<00:00,  6.79it/s]
ITERATION - loss: 0.02:  85%|████████▍ | 11/13 [00:13<00:00,  6.86it/s]
ITERATION - loss: 0.03: 100%|██████████| 13/13 [00:13<00:00,  8.19it/s]
ITERATION - loss: 0.03: 100%|██████████| 13/13 [00:13<00:00,  8.19it/s]
                                                                       

Training Results - Epoch: 6 Metrics: mse: 5.612, avep: 0.936, top5: 0.940, frac_mc: 0.884, top1: 0.988, mae: 1.926, loss: 0.034

ITERATION - loss: 0.03:   0%|          | 0/13 [00:14<00:01,  8.19it/s]
                                                                      
Validation Results - Epoch: 6 Metrics: mse: 5.106, avep: 0.914, top5: 0.912, frac_mc: 0.859, top1: 0.960, mae: 1.814, loss: 0.032


ITERATION - loss: 0.03:   0%|          | 0/13 [00:14<00:01,  8.19it/s]
ITERATION - loss: 0.04:   8%|▊         | 1/13 [00:14<00:04,  2.48it/s]
ITERATION - loss: 0.04:  23%|██▎       | 3/13 [00:14<00:03,  3.28it/s]
ITERATION - loss: 0.03:  38%|███▊      | 5/13 [00:14<00:01,  4.13it/s]
ITERATION - loss: 0.03:  54%|█████▍    | 7/13 [00:15<00:01,  5.15it/s]
ITERATION - loss: 0.03:  69%|██████▉   | 9/13 [00:15<00:00,  6.22it/s]
ITERATION - loss: 0.04:  85%|████████▍ | 11/13 [00:15<00:00,  7.16it/s]
ITERATION - loss: 0.04: 100%|██████████| 13/13 [00:15<00:00,  8.56it/s]
ITERATION - loss: 0.04: 100%|██████████| 13/13 [00:15<00:00,  8.56it/s]
                                                                       

Training Results - Epoch: 7 Metrics: mse: 5.519, avep: 0.942, top5: 0.950, frac_mc: 0.890, top1: 0.988, mae: 1.907, loss: 0.034

ITERATION - loss: 0.04:   0%|          | 0/13 [00:16<00:01,  8.56it/s]
                                                                      

Validation Results - Epoch: 7 Metrics: mse: 5.058, avep: 0.921, top5: 0.922, frac_mc: 0.863, top1: 0.970, mae: 1.802, loss: 0.032

ITERATION - loss: 0.04:   0%|          | 0/13 [00:16<00:01,  8.56it/s]
ITERATION - loss: 0.04:  15%|█▌        | 2/13 [00:16<00:02,  3.96it/s]
ITERATION - loss: 0.03:  31%|███       | 4/13 [00:16<00:01,  4.97it/s]
ITERATION - loss: 0.04:  46%|████▌     | 6/13 [00:16<00:01,  6.05it/s]
ITERATION - loss: 0.04:  62%|██████▏   | 8/13 [00:17<00:00,  7.13it/s]
ITERATION - loss: 0.03:  77%|███████▋  | 10/13 [00:17<00:00,  7.80it/s]
ITERATION - loss: 0.05:  92%|█████████▏| 12/13 [00:17<00:00,  8.40it/s]
ITERATION - loss: 0.02: 100%|██████████| 13/13 [00:17<00:00,  8.40it/s]
                                                                       
Training Results - Epoch: 8 Metrics: mse: 5.586, avep: 0.958, top5: 0.962, frac_mc: 0.917, top1: 0.998, mae: 1.921, loss: 0.034


ITERATION - loss: 0.02:   0%|          | 0/13 [00:18<00:01,  8.40it/s]
Validation Results - Epoch: 8 Metrics: mse: 5.089, avep: 0.945, top5: 0.946, frac_mc: 0.899, top1: 0.990, mae: 1.811, loss: 0.031

                                                                      

ITERATION - loss: 0.02:   0%|          | 0/13 [00:18<00:01,  8.40it/s]
ITERATION - loss: 0.03:  15%|█▌        | 2/13 [00:18<00:02,  3.73it/s]
ITERATION - loss: 0.04:  31%|███       | 4/13 [00:18<00:01,  4.69it/s]
ITERATION - loss: 0.03:  46%|████▌     | 6/13 [00:19<00:01,  5.52it/s]
ITERATION - loss: 0.04:  54%|█████▍    | 7/13 [00:19<00:00,  6.37it/s]
ITERATION - loss: 0.04:  62%|██████▏   | 8/13 [00:19<00:00,  6.97it/s]
ITERATION - loss: 0.04:  77%|███████▋  | 10/13 [00:19<00:00,  7.55it/s]
ITERATION - loss: 0.05:  92%|█████████▏| 12/13 [00:19<00:00,  7.91it/s]
ITERATION - loss: 0.03: 100%|██████████| 13/13 [00:19<00:00,  7.91it/s]
Training Results - Epoch: 9 Metrics: mse: 5.529, avep: 0.958, top5: 0.962, frac_mc: 0.918, top1: 0.998, mae: 1.910, loss: 0.034

                                                                       

ITERATION - loss: 0.03:   0%|          | 0/13 [00:20<00:01,  7.91it/s]
Validation Results - Epoch: 9 Metrics: mse: 5.057, avep: 0.945, top5: 0.946, frac_mc: 0.899, top1: 0.990, mae: 1.803, loss: 0.032

                                                                      

ITERATION - loss: 0.03:   0%|          | 0/13 [00:20<00:01,  7.91it/s]
ITERATION - loss: 0.03:   8%|▊         | 1/13 [00:20<00:04,  2.41it/s]
ITERATION - loss: 0.03:  23%|██▎       | 3/13 [00:21<00:03,  3.14it/s]
ITERATION - loss: 0.03:  38%|███▊      | 5/13 [00:21<00:01,  4.02it/s]
ITERATION - loss: 0.04:  54%|█████▍    | 7/13 [00:21<00:01,  4.97it/s]
ITERATION - loss: 0.03:  69%|██████▉   | 9/13 [00:21<00:00,  5.92it/s]
ITERATION - loss: 0.04:  85%|████████▍ | 11/13 [00:21<00:00,  6.87it/s]
ITERATION - loss: 0.03: 100%|██████████| 13/13 [00:21<00:00,  8.30it/s]
ITERATION - loss: 0.03: 100%|██████████| 13/13 [00:21<00:00,  8.30it/s]
                                                                       

Training Results - Epoch: 10 Metrics: mse: 5.620, avep: 0.959, top5: 0.962, frac_mc: 0.917, top1: 1.000, mae: 1.930, loss: 0.034

ITERATION - loss: 0.03:   0%|          | 0/13 [00:22<00:01,  8.30it/s]
                                                                      
Validation Results - Epoch: 10 Metrics: mse: 5.096, avep: 0.945, top5: 0.946, frac_mc: 0.899, top1: 0.990, mae: 1.815, loss: 0.031


ITERATION - loss: 0.03:   0%|          | 0/13 [00:22<00:01,  8.30it/s]
ITERATION - loss: 0.03:  15%|█▌        | 2/13 [00:23<00:02,  3.94it/s]
ITERATION - loss: 0.04:  31%|███       | 4/13 [00:23<00:01,  4.76it/s]
ITERATION - loss: 0.04:  38%|███▊      | 5/13 [00:23<00:01,  5.46it/s]
ITERATION - loss: 0.04:  46%|████▌     | 6/13 [00:23<00:01,  6.31it/s]
ITERATION - loss: 0.03:  62%|██████▏   | 8/13 [00:23<00:00,  7.15it/s]
ITERATION - loss: 0.03:  77%|███████▋  | 10/13 [00:23<00:00,  7.88it/s]
ITERATION - loss: 0.04:  92%|█████████▏| 12/13 [00:24<00:00,  8.35it/s]
ITERATION - loss: 0.04: 100%|██████████| 13/13 [00:24<00:00,  8.35it/s]
Training Results - Epoch: 11 Metrics: mse: 5.445, avep: 0.959, top5: 0.962, frac_mc: 0.918, top1: 1.000, mae: 1.905, loss: 0.033

                                                                       

ITERATION - loss: 0.04:   0%|          | 0/13 [00:24<00:01,  8.35it/s]
Validation Results - Epoch: 11 Metrics: mse: 4.934, avep: 0.945, top5: 0.946, frac_mc: 0.899, top1: 0.990, mae: 1.790, loss: 0.031

                                                                      

ITERATION - loss: 0.04:   0%|          | 0/13 [00:25<00:01,  8.35it/s]
ITERATION - loss: 0.03:   8%|▊         | 1/13 [00:25<00:05,  2.34it/s]
ITERATION - loss: 0.04:  23%|██▎       | 3/13 [00:25<00:03,  3.03it/s]
ITERATION - loss: 0.04:  38%|███▊      | 5/13 [00:25<00:02,  3.82it/s]
ITERATION - loss: 0.04:  54%|█████▍    | 7/13 [00:25<00:01,  4.68it/s]
ITERATION - loss: 0.03:  62%|██████▏   | 8/13 [00:25<00:00,  5.41it/s]
ITERATION - loss: 0.04:  77%|███████▋  | 10/13 [00:26<00:00,  6.21it/s]
ITERATION - loss: 0.03:  85%|████████▍ | 11/13 [00:26<00:00,  6.89it/s]
ITERATION - loss: 0.03:  92%|█████████▏| 12/13 [00:26<00:00,  7.48it/s]
ITERATION - loss: 0.03: 100%|██████████| 13/13 [00:26<00:00,  7.48it/s]
                                                                       

Training Results - Epoch: 12 Metrics: mse: 5.067, avep: 0.963, top5: 0.967, frac_mc: 0.922, top1: 0.998, mae: 1.852, loss: 0.032

ITERATION - loss: 0.03:   0%|          | 0/13 [00:27<00:01,  7.48it/s]
                                                                      

Validation Results - Epoch: 12 Metrics: mse: 4.557, avep: 0.949, top5: 0.958, frac_mc: 0.902, top1: 0.990, mae: 1.736, loss: 0.029

ITERATION - loss: 0.03:   0%|          | 0/13 [00:27<00:01,  7.48it/s]
ITERATION - loss: 0.03:   8%|▊         | 1/13 [00:27<00:05,  2.39it/s]
ITERATION - loss: 0.03:  23%|██▎       | 3/13 [00:27<00:03,  3.10it/s]
ITERATION - loss: 0.03:  31%|███       | 4/13 [00:27<00:02,  3.85it/s]
ITERATION - loss: 0.03:  46%|████▌     | 6/13 [00:27<00:01,  4.78it/s]
ITERATION - loss: 0.03:  62%|██████▏   | 8/13 [00:28<00:00,  5.89it/s]
ITERATION - loss: 0.04:  77%|███████▋  | 10/13 [00:28<00:00,  7.10it/s]
ITERATION - loss: 0.03:  92%|█████████▏| 12/13 [00:28<00:00,  7.94it/s]
ITERATION - loss: 0.02: 100%|██████████| 13/13 [00:28<00:00,  7.94it/s]
                                                                       

Training Results - Epoch: 13 Metrics: mse: 5.053, avep: 0.962, top5: 0.967, frac_mc: 0.916, top1: 0.995, mae: 1.848, loss: 0.031

ITERATION - loss: 0.02:   0%|          | 0/13 [00:29<00:01,  7.94it/s]
Validation Results - Epoch: 13 Metrics: mse: 4.468, avep: 0.944, top5: 0.944, frac_mc: 0.894, top1: 0.990, mae: 1.723, loss: 0.028

                                                                      

ITERATION - loss: 0.02:   0%|          | 0/13 [00:29<00:01,  7.94it/s]
ITERATION - loss: 0.02:  15%|█▌        | 2/13 [00:29<00:02,  3.71it/s]
ITERATION - loss: 0.04:  23%|██▎       | 3/13 [00:29<00:02,  4.51it/s]
ITERATION - loss: 0.04:  38%|███▊      | 5/13 [00:29<00:01,  5.49it/s]
ITERATION - loss: 0.03:  54%|█████▍    | 7/13 [00:30<00:00,  6.59it/s]
ITERATION - loss: 0.04:  69%|██████▉   | 9/13 [00:30<00:00,  7.61it/s]
ITERATION - loss: 0.03:  85%|████████▍ | 11/13 [00:30<00:00,  8.25it/s]
ITERATION - loss: 0.03: 100%|██████████| 13/13 [00:30<00:00,  9.24it/s]
ITERATION - loss: 0.03: 100%|██████████| 13/13 [00:30<00:00,  9.24it/s]
                                                                       

Training Results - Epoch: 14 Metrics: mse: 4.698, avep: 0.963, top5: 0.965, frac_mc: 0.924, top1: 0.995, mae: 1.783, loss: 0.029

ITERATION - loss: 0.03:   0%|          | 0/13 [00:31<00:01,  9.24it/s]
                                                                      
Validation Results - Epoch: 14 Metrics: mse: 4.138, avep: 0.950, top5: 0.948, frac_mc: 0.900, top1: 1.000, mae: 1.662, loss: 0.026

ITERATION - loss: 0.03:   0%|          | 0/13 [00:31<00:01,  9.24it/s]
ITERATION - loss: 0.02:  15%|█▌        | 2/13 [00:31<00:03,  3.63it/s]
ITERATION - loss: 0.03:  31%|███       | 4/13 [00:32<00:02,  4.44it/s]
ITERATION - loss: 0.03:  38%|███▊      | 5/13 [00:32<00:01,  5.31it/s]
ITERATION - loss: 0.03:  46%|████▌     | 6/13 [00:32<00:01,  6.16it/s]
ITERATION - loss: 0.03:  54%|█████▍    | 7/13 [00:32<00:00,  6.91it/s]
ITERATION - loss: 0.03:  69%|██████▉   | 9/13 [00:32<00:00,  7.66it/s]
ITERATION - loss: 0.02:  77%|███████▋  | 10/13 [00:32<00:00,  8.09it/s]
ITERATION - loss: 0.04:  85%|████████▍ | 11/13 [00:32<00:00,  8.12it/s]
ITERATION - loss: 0.02: 100%|██████████| 13/13 [00:33<00:00,  9.22it/s]
ITERATION - loss: 0.02: 100%|██████████| 13/13 [00:33<00:00,  9.22it/s]
                                                                       

Training Results - Epoch: 15 Metrics: mse: 4.507, avep: 0.963, top5: 0.964, frac_mc: 0.924, top1: 0.998, mae: 1.738, loss: 0.027

ITERATION - loss: 0.02:   0%|          | 0/13 [00:33<00:01,  9.22it/s]
                                                                      

Validation Results - Epoch: 15 Metrics: mse: 3.973, avep: 0.948, top5: 0.950, frac_mc: 0.900, top1: 1.000, mae: 1.623, loss: 0.024

ITERATION - loss: 0.02:   0%|          | 0/13 [00:34<00:01,  9.22it/s]
ITERATION - loss: 0.02:  15%|█▌        | 2/13 [00:34<00:02,  3.94it/s]
ITERATION - loss: 0.02:  23%|██▎       | 3/13 [00:34<00:02,  4.79it/s]
ITERATION - loss: 0.04:  31%|███       | 4/13 [00:34<00:01,  5.64it/s]
ITERATION - loss: 0.03:  38%|███▊      | 5/13 [00:34<00:01,  6.26it/s]
ITERATION - loss: 0.03:  46%|████▌     | 6/13 [00:34<00:01,  6.39it/s]
ITERATION - loss: 0.02:  54%|█████▍    | 7/13 [00:34<00:00,  6.52it/s]
ITERATION - loss: 0.03:  62%|██████▏   | 8/13 [00:35<00:00,  6.60it/s]
ITERATION - loss: 0.02:  69%|██████▉   | 9/13 [00:35<00:00,  7.09it/s]
ITERATION - loss: 0.02:  77%|███████▋  | 10/13 [00:35<00:00,  7.52it/s]
ITERATION - loss: 0.02:  85%|████████▍ | 11/13 [00:35<00:00,  7.99it/s]
ITERATION - loss: 0.04: 100%|██████████| 13/13 [00:35<00:00,  9.12it/s]
ITERATION - loss: 0.04: 100%|██████████| 13/13 [00:35<00:00,  9.12it/s]
                                                                       

Training Results - Epoch: 16 Metrics: mse: 4.293, avep: 0.962, top5: 0.965, frac_mc: 0.924, top1: 0.998, mae: 1.692, loss: 0.026

ITERATION - loss: 0.04:   0%|          | 0/13 [00:36<00:01,  9.12it/s]
Validation Results - Epoch: 16 Metrics: mse: 3.789, avep: 0.948, top5: 0.948, frac_mc: 0.898, top1: 0.990, mae: 1.580, loss: 0.023

                                                                      

ITERATION - loss: 0.04:   0%|          | 0/13 [00:36<00:01,  9.12it/s]
ITERATION - loss: 0.03:  15%|█▌        | 2/13 [00:36<00:02,  3.95it/s]
ITERATION - loss: 0.03:  23%|██▎       | 3/13 [00:36<00:02,  4.63it/s]
ITERATION - loss: 0.02:  38%|███▊      | 5/13 [00:37<00:01,  5.51it/s]
ITERATION - loss: 0.02:  54%|█████▍    | 7/13 [00:37<00:00,  6.35it/s]
ITERATION - loss: 0.02:  62%|██████▏   | 8/13 [00:37<00:00,  7.07it/s]
ITERATION - loss: 0.02:  69%|██████▉   | 9/13 [00:37<00:00,  7.47it/s]
ITERATION - loss: 0.02:  85%|████████▍ | 11/13 [00:37<00:00,  8.08it/s]
ITERATION - loss: 0.02: 100%|██████████| 13/13 [00:37<00:00,  9.18it/s]
ITERATION - loss: 0.02: 100%|██████████| 13/13 [00:37<00:00,  9.18it/s]
                                                                       

Training Results - Epoch: 17 Metrics: mse: 3.887, avep: 0.955, top5: 0.960, frac_mc: 0.917, top1: 0.993, mae: 1.599, loss: 0.024

ITERATION - loss: 0.02:   0%|          | 0/13 [00:38<00:01,  9.18it/s]
                                                                      

Validation Results - Epoch: 17 Metrics: mse: 3.455, avep: 0.944, top5: 0.952, frac_mc: 0.893, top1: 0.990, mae: 1.503, loss: 0.022

ITERATION - loss: 0.02:   0%|          | 0/13 [00:38<00:01,  9.18it/s]
ITERATION - loss: 0.02:  15%|█▌        | 2/13 [00:38<00:02,  3.99it/s]
ITERATION - loss: 0.03:  31%|███       | 4/13 [00:39<00:01,  4.95it/s]
ITERATION - loss: 0.02:  46%|████▌     | 6/13 [00:39<00:01,  5.88it/s]
ITERATION - loss: 0.04:  54%|█████▍    | 7/13 [00:39<00:00,  6.52it/s]
ITERATION - loss: 0.02:  69%|██████▉   | 9/13 [00:39<00:00,  7.14it/s]
ITERATION - loss: 0.02:  77%|███████▋  | 10/13 [00:39<00:00,  7.40it/s]
ITERATION - loss: 0.02:  85%|████████▍ | 11/13 [00:39<00:00,  7.48it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:40<00:00,  8.61it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:40<00:00,  8.61it/s]
                                                                       

Training Results - Epoch: 18 Metrics: mse: 3.543, avep: 0.952, top5: 0.954, frac_mc: 0.909, top1: 0.990, mae: 1.532, loss: 0.022

ITERATION - loss: 0.01:   0%|          | 0/13 [00:40<00:01,  8.61it/s]
                                                                      

Validation Results - Epoch: 18 Metrics: mse: 3.085, avep: 0.942, top5: 0.948, frac_mc: 0.889, top1: 0.990, mae: 1.431, loss: 0.019

ITERATION - loss: 0.01:   0%|          | 0/13 [00:41<00:01,  8.61it/s]
ITERATION - loss: 0.02:   8%|▊         | 1/13 [00:41<00:04,  2.45it/s]
ITERATION - loss: 0.02:  23%|██▎       | 3/13 [00:41<00:03,  3.18it/s]
ITERATION - loss: 0.03:  31%|███       | 4/13 [00:41<00:02,  3.95it/s]
ITERATION - loss: 0.02:  46%|████▌     | 6/13 [00:41<00:01,  4.88it/s]
ITERATION - loss: 0.02:  54%|█████▍    | 7/13 [00:41<00:01,  5.71it/s]
ITERATION - loss: 0.02:  69%|██████▉   | 9/13 [00:41<00:00,  6.64it/s]
ITERATION - loss: 0.03:  85%|████████▍ | 11/13 [00:42<00:00,  7.81it/s]
ITERATION - loss: 0.02: 100%|██████████| 13/13 [00:42<00:00,  9.24it/s]
ITERATION - loss: 0.02: 100%|██████████| 13/13 [00:42<00:00,  9.24it/s]
                                                                       

Training Results - Epoch: 19 Metrics: mse: 3.111, avep: 0.952, top5: 0.953, frac_mc: 0.913, top1: 0.985, mae: 1.416, loss: 0.020

ITERATION - loss: 0.02:   0%|          | 0/13 [00:42<00:01,  9.24it/s]
                                                                      

Validation Results - Epoch: 19 Metrics: mse: 2.750, avep: 0.939, top5: 0.948, frac_mc: 0.899, top1: 0.970, mae: 1.339, loss: 0.017

ITERATION - loss: 0.02:   0%|          | 0/13 [00:43<00:01,  9.24it/s]
ITERATION - loss: 0.02:  15%|█▌        | 2/13 [00:43<00:02,  4.08it/s]
ITERATION - loss: 0.02:  23%|██▎       | 3/13 [00:43<00:02,  4.90it/s]
ITERATION - loss: 0.02:  31%|███       | 4/13 [00:43<00:01,  5.72it/s]
ITERATION - loss: 0.02:  38%|███▊      | 5/13 [00:43<00:01,  6.51it/s]
ITERATION - loss: 0.02:  54%|█████▍    | 7/13 [00:43<00:00,  7.42it/s]
ITERATION - loss: 0.01:  69%|██████▉   | 9/13 [00:43<00:00,  8.57it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [00:44<00:00,  8.57it/s]
ITERATION - loss: 0.03: 100%|██████████| 13/13 [00:44<00:00,  9.37it/s]
ITERATION - loss: 0.03: 100%|██████████| 13/13 [00:44<00:00,  9.37it/s]
                                                                       
Training Results - Epoch: 20 Metrics: mse: 3.054, avep: 0.953, top5: 0.955, frac_mc: 0.912, top1: 0.983, mae: 1.389, loss: 0.019

ITERATION - loss: 0.03:   0%|          | 0/13 [00:45<00:01,  9.37it/s]
                                                                      

Validation Results - Epoch: 20 Metrics: mse: 2.606, avep: 0.940, top5: 0.948, frac_mc: 0.902, top1: 0.960, mae: 1.288, loss: 0.016

ITERATION - loss: 0.03:   0%|          | 0/13 [00:45<00:01,  9.37it/s]
ITERATION - loss: 0.02:  15%|█▌        | 2/13 [00:45<00:02,  3.76it/s]
ITERATION - loss: 0.02:  23%|██▎       | 3/13 [00:45<00:02,  4.29it/s]
ITERATION - loss: 0.02:  31%|███       | 4/13 [00:45<00:01,  4.89it/s]
ITERATION - loss: 0.02:  46%|████▌     | 6/13 [00:46<00:01,  5.72it/s]
ITERATION - loss: 0.02:  62%|██████▏   | 8/13 [00:46<00:00,  6.75it/s]
ITERATION - loss: 0.02:  69%|██████▉   | 9/13 [00:46<00:00,  7.00it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:46<00:00,  6.76it/s]
ITERATION - loss: 0.02:  85%|████████▍ | 11/13 [00:46<00:00,  6.80it/s]
ITERATION - loss: 0.02:  92%|█████████▏| 12/13 [00:46<00:00,  6.95it/s]
ITERATION - loss: 0.02: 100%|██████████| 13/13 [00:46<00:00,  6.95it/s]
                                                                       

Training Results - Epoch: 21 Metrics: mse: 2.935, avep: 0.955, top5: 0.954, frac_mc: 0.915, top1: 0.990, mae: 1.357, loss: 0.017

ITERATION - loss: 0.02:   0%|          | 0/13 [00:47<00:01,  6.95it/s]
                                                                      

Validation Results - Epoch: 21 Metrics: mse: 2.518, avep: 0.945, top5: 0.942, frac_mc: 0.911, top1: 0.980, mae: 1.262, loss: 0.015

ITERATION - loss: 0.02:   0%|          | 0/13 [00:48<00:01,  6.95it/s]
ITERATION - loss: 0.02:   8%|▊         | 1/13 [00:48<00:05,  2.09it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [00:48<00:04,  2.73it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [00:48<00:02,  3.51it/s]
ITERATION - loss: 0.02:  46%|████▌     | 6/13 [00:48<00:01,  4.34it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:48<00:00,  5.25it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:49<00:00,  6.06it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [00:49<00:00,  6.18it/s]
ITERATION - loss: 0.02:  92%|█████████▏| 12/13 [00:49<00:00,  6.67it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:49<00:00,  6.67it/s]
                                                                       

Training Results - Epoch: 22 Metrics: mse: 3.067, avep: 0.958, top5: 0.963, frac_mc: 0.918, top1: 0.990, mae: 1.357, loss: 0.021

ITERATION - loss: 0.01:   0%|          | 0/13 [00:50<00:01,  6.67it/s]
                                                                      

Validation Results - Epoch: 22 Metrics: mse: 2.936, avep: 0.946, top5: 0.952, frac_mc: 0.908, top1: 0.970, mae: 1.340, loss: 0.020

ITERATION - loss: 0.01:   0%|          | 0/13 [00:50<00:01,  6.67it/s]
ITERATION - loss: 0.02:   8%|▊         | 1/13 [00:50<00:05,  2.12it/s]
ITERATION - loss: 0.02:  23%|██▎       | 3/13 [00:50<00:03,  2.84it/s]
ITERATION - loss: 0.02:  38%|███▊      | 5/13 [00:50<00:02,  3.66it/s]
ITERATION - loss: 0.02:  54%|█████▍    | 7/13 [00:51<00:01,  4.49it/s]
ITERATION - loss: 0.02:  62%|██████▏   | 8/13 [00:51<00:00,  5.34it/s]
ITERATION - loss: 0.02:  77%|███████▋  | 10/13 [00:51<00:00,  6.14it/s]
ITERATION - loss: 0.02:  85%|████████▍ | 11/13 [00:51<00:00,  6.87it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:51<00:00,  8.24it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:51<00:00,  8.24it/s]
                                                                       

Training Results - Epoch: 23 Metrics: mse: 2.764, avep: 0.960, top5: 0.965, frac_mc: 0.925, top1: 0.990, mae: 1.328, loss: 0.018

ITERATION - loss: 0.01:   0%|          | 0/13 [00:52<00:01,  8.24it/s]
                                                                      

Validation Results - Epoch: 23 Metrics: mse: 2.468, avep: 0.947, top5: 0.954, frac_mc: 0.911, top1: 0.950, mae: 1.255, loss: 0.016

ITERATION - loss: 0.01:   0%|          | 0/13 [00:52<00:01,  8.24it/s]
ITERATION - loss: 0.02:  15%|█▌        | 2/13 [00:52<00:02,  3.90it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [00:52<00:01,  4.80it/s]
ITERATION - loss: 0.03:  46%|████▌     | 6/13 [00:53<00:01,  5.75it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [00:53<00:00,  6.34it/s]
ITERATION - loss: 0.02:  69%|██████▉   | 9/13 [00:53<00:00,  7.07it/s]
ITERATION - loss: 0.02:  77%|███████▋  | 10/13 [00:53<00:00,  7.17it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:53<00:00,  7.73it/s]
ITERATION - loss: 0.02: 100%|██████████| 13/13 [00:53<00:00,  7.73it/s]
                                                                       

Training Results - Epoch: 24 Metrics: mse: 2.440, avep: 0.958, top5: 0.957, frac_mc: 0.923, top1: 0.985, mae: 1.236, loss: 0.015

ITERATION - loss: 0.02:   0%|          | 0/13 [00:54<00:01,  7.73it/s]
                                                                      

Validation Results - Epoch: 24 Metrics: mse: 2.156, avep: 0.947, top5: 0.950, frac_mc: 0.911, top1: 0.980, mae: 1.162, loss: 0.013

ITERATION - loss: 0.02:   0%|          | 0/13 [00:54<00:01,  7.73it/s]
ITERATION - loss: 0.01:   8%|▊         | 1/13 [00:54<00:05,  2.39it/s]
ITERATION - loss: 0.02:  23%|██▎       | 3/13 [00:55<00:03,  3.06it/s]
ITERATION - loss: 0.02:  38%|███▊      | 5/13 [00:55<00:02,  3.90it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [00:55<00:01,  4.77it/s]
ITERATION - loss: 0.02:  62%|██████▏   | 8/13 [00:55<00:00,  5.64it/s]
ITERATION - loss: 0.01:  69%|██████▉   | 9/13 [00:55<00:00,  6.46it/s]
ITERATION - loss: 0.02:  77%|███████▋  | 10/13 [00:55<00:00,  7.13it/s]
ITERATION - loss: 0.03:  92%|█████████▏| 12/13 [00:56<00:00,  8.16it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:56<00:00,  8.16it/s]
                                                                       

Training Results - Epoch: 25 Metrics: mse: 2.022, avep: 0.960, top5: 0.960, frac_mc: 0.920, top1: 0.990, mae: 1.111, loss: 0.013

ITERATION - loss: 0.01:   0%|          | 0/13 [00:56<00:01,  8.16it/s]
                                                                      

Validation Results - Epoch: 25 Metrics: mse: 1.869, avep: 0.947, top5: 0.948, frac_mc: 0.919, top1: 0.980, mae: 1.072, loss: 0.011

ITERATION - loss: 0.01:   0%|          | 0/13 [00:57<00:01,  8.16it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [00:57<00:02,  3.79it/s]
ITERATION - loss: 0.01:  23%|██▎       | 3/13 [00:57<00:02,  4.65it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [00:57<00:01,  5.29it/s]
ITERATION - loss: 0.01:  38%|███▊      | 5/13 [00:57<00:01,  5.84it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:57<00:01,  6.60it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [00:57<00:00,  7.13it/s]
ITERATION - loss: 0.02:  62%|██████▏   | 8/13 [00:57<00:00,  7.74it/s]
ITERATION - loss: 0.01:  69%|██████▉   | 9/13 [00:58<00:00,  7.90it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:58<00:00,  8.36it/s]
ITERATION - loss: 0.02:  92%|█████████▏| 12/13 [00:58<00:00,  8.67it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:58<00:00,  8.67it/s]
                                                                       

Training Results - Epoch: 26 Metrics: mse: 3.258, avep: 0.965, top5: 0.963, frac_mc: 0.930, top1: 0.995, mae: 1.439, loss: 0.018

ITERATION - loss: 0.01:   0%|          | 0/13 [00:59<00:01,  8.67it/s]
                                                                      

Validation Results - Epoch: 26 Metrics: mse: 3.000, avep: 0.950, top5: 0.948, frac_mc: 0.919, top1: 0.980, mae: 1.367, loss: 0.017

ITERATION - loss: 0.01:   0%|          | 0/13 [00:59<00:01,  8.67it/s]
ITERATION - loss: 0.02:   8%|▊         | 1/13 [00:59<00:05,  2.25it/s]
ITERATION - loss: 0.02:  15%|█▌        | 2/13 [00:59<00:03,  2.92it/s]
ITERATION - loss: 0.02:  31%|███       | 4/13 [00:59<00:02,  3.65it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [01:00<00:01,  4.58it/s]
ITERATION - loss: 0.02:  62%|██████▏   | 8/13 [01:00<00:00,  5.61it/s]
ITERATION - loss: 0.02:  77%|███████▋  | 10/13 [01:00<00:00,  6.63it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [01:00<00:00,  7.25it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:00<00:00,  7.25it/s]
                                                                       

Training Results - Epoch: 27 Metrics: mse: 2.078, avep: 0.957, top5: 0.958, frac_mc: 0.916, top1: 0.983, mae: 1.118, loss: 0.014

ITERATION - loss: 0.01:   0%|          | 0/13 [01:01<00:01,  7.25it/s]
                                                                      

Validation Results - Epoch: 27 Metrics: mse: 1.962, avep: 0.950, top5: 0.962, frac_mc: 0.910, top1: 0.980, mae: 1.096, loss: 0.013

ITERATION - loss: 0.01:   0%|          | 0/13 [01:01<00:01,  7.25it/s]
ITERATION - loss: 0.02:   8%|▊         | 1/13 [01:01<00:05,  2.32it/s]
ITERATION - loss: 0.01:  23%|██▎       | 3/13 [01:01<00:03,  3.02it/s]
ITERATION - loss: 0.02:  38%|███▊      | 5/13 [01:02<00:02,  3.94it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [01:02<00:01,  4.91it/s]
ITERATION - loss: 0.02:  69%|██████▉   | 9/13 [01:02<00:00,  5.76it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [01:02<00:00,  6.51it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [01:02<00:00,  7.22it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:02<00:00,  7.22it/s]
                                                                       

Training Results - Epoch: 28 Metrics: mse: 2.003, avep: 0.962, top5: 0.960, frac_mc: 0.928, top1: 0.990, mae: 1.124, loss: 0.012

ITERATION - loss: 0.01:   0%|          | 0/13 [01:03<00:01,  7.22it/s]
                                                                      

Validation Results - Epoch: 28 Metrics: mse: 1.884, avep: 0.949, top5: 0.944, frac_mc: 0.922, top1: 0.980, mae: 1.083, loss: 0.011

ITERATION - loss: 0.01:   0%|          | 0/13 [01:03<00:01,  7.22it/s]
ITERATION - loss: 0.01:   8%|▊         | 1/13 [01:03<00:05,  2.30it/s]
ITERATION - loss: 0.01:  23%|██▎       | 3/13 [01:04<00:03,  3.00it/s]
ITERATION - loss: 0.01:  38%|███▊      | 5/13 [01:04<00:02,  3.75it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [01:04<00:01,  4.66it/s]
ITERATION - loss: 0.01:  69%|██████▉   | 9/13 [01:04<00:00,  5.50it/s]
ITERATION - loss: 0.02:  77%|███████▋  | 10/13 [01:04<00:00,  6.30it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [01:04<00:00,  7.35it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:05<00:00,  7.35it/s]
                                                                       

Training Results - Epoch: 29 Metrics: mse: 1.766, avep: 0.965, top5: 0.967, frac_mc: 0.930, top1: 0.990, mae: 1.049, loss: 0.011

ITERATION - loss: 0.01:   0%|          | 0/13 [01:05<00:01,  7.35it/s]
                                                                      

Validation Results - Epoch: 29 Metrics: mse: 1.761, avep: 0.952, top5: 0.944, frac_mc: 0.916, top1: 0.990, mae: 1.035, loss: 0.010

ITERATION - loss: 0.01:   0%|          | 0/13 [01:06<00:01,  7.35it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [01:06<00:03,  3.63it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [01:06<00:02,  4.48it/s]
ITERATION - loss: 0.01:  38%|███▊      | 5/13 [01:06<00:01,  5.12it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [01:06<00:01,  5.93it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [01:06<00:00,  6.76it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [01:06<00:00,  7.80it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [01:07<00:00,  8.43it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:07<00:00,  8.43it/s]
Training Results - Epoch: 30 Metrics: mse: 1.655, avep: 0.960, top5: 0.962, frac_mc: 0.928, top1: 0.978, mae: 0.973, loss: 0.012

                                                                       

ITERATION - loss: 0.01:   0%|          | 0/13 [01:08<00:01,  8.43it/s]
                                                                      

Validation Results - Epoch: 30 Metrics: mse: 1.661, avep: 0.952, top5: 0.950, frac_mc: 0.925, top1: 1.000, mae: 0.995, loss: 0.011

ITERATION - loss: 0.01:   0%|          | 0/13 [01:08<00:01,  8.43it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [01:08<00:02,  3.75it/s]
ITERATION - loss: 0.02:  31%|███       | 4/13 [01:08<00:01,  4.65it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [01:08<00:01,  5.47it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [01:08<00:00,  6.22it/s]
ITERATION - loss: 0.01:  69%|██████▉   | 9/13 [01:09<00:00,  7.22it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [01:09<00:00,  7.88it/s]
ITERATION - loss: 0.02:  92%|█████████▏| 12/13 [01:09<00:00,  8.08it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:09<00:00,  8.08it/s]
                                                                       

Training Results - Epoch: 31 Metrics: mse: 1.577, avep: 0.956, top5: 0.957, frac_mc: 0.918, top1: 0.978, mae: 0.973, loss: 0.011

ITERATION - loss: 0.01:   0%|          | 0/13 [01:10<00:01,  8.08it/s]
                                                                      

Validation Results - Epoch: 31 Metrics: mse: 1.584, avep: 0.950, top5: 0.952, frac_mc: 0.913, top1: 0.980, mae: 0.978, loss: 0.010

ITERATION - loss: 0.01:   0%|          | 0/13 [01:10<00:01,  8.08it/s]
ITERATION - loss: 0.01:   8%|▊         | 1/13 [01:10<00:05,  2.35it/s]
ITERATION - loss: 0.01:  23%|██▎       | 3/13 [01:10<00:03,  3.04it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [01:10<00:02,  3.79it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [01:11<00:01,  4.73it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [01:11<00:00,  5.59it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [01:11<00:00,  6.40it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [01:11<00:00,  7.44it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:11<00:00,  7.44it/s]
                                                                       

Training Results - Epoch: 32 Metrics: mse: 1.482, avep: 0.962, top5: 0.964, frac_mc: 0.927, top1: 0.988, mae: 0.944, loss: 0.010

ITERATION - loss: 0.01:   0%|          | 0/13 [01:12<00:01,  7.44it/s]
                                                                      

Validation Results - Epoch: 32 Metrics: mse: 1.510, avep: 0.950, top5: 0.950, frac_mc: 0.920, top1: 0.970, mae: 0.955, loss: 0.010

ITERATION - loss: 0.01:   0%|          | 0/13 [01:12<00:01,  7.44it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [01:12<00:03,  3.60it/s]
ITERATION - loss: 0.01:  23%|██▎       | 3/13 [01:12<00:02,  4.41it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [01:13<00:01,  5.26it/s]
ITERATION - loss: 0.01:  38%|███▊      | 5/13 [01:13<00:01,  5.91it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [01:13<00:01,  6.63it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [01:13<00:00,  6.96it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [01:13<00:00,  7.38it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [01:13<00:00,  8.07it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [01:13<00:00,  8.37it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:13<00:00,  9.75it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:13<00:00,  9.75it/s]
                                                                       

Training Results - Epoch: 33 Metrics: mse: 1.384, avep: 0.965, top5: 0.963, frac_mc: 0.930, top1: 0.990, mae: 0.903, loss: 0.010

ITERATION - loss: 0.01:   0%|          | 0/13 [01:14<00:01,  9.75it/s]
Validation Results - Epoch: 33 Metrics: mse: 1.418, avep: 0.952, top5: 0.944, frac_mc: 0.919, top1: 0.990, mae: 0.922, loss: 0.009

                                                                      

ITERATION - loss: 0.01:   0%|          | 0/13 [01:14<00:01,  9.75it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [01:15<00:02,  4.00it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [01:15<00:01,  4.97it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [01:15<00:01,  5.93it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [01:15<00:00,  6.83it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [01:15<00:00,  7.60it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [01:16<00:00,  8.58it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:16<00:00,  8.58it/s]
                                                                       

Training Results - Epoch: 34 Metrics: mse: 1.583, avep: 0.963, top5: 0.963, frac_mc: 0.931, top1: 0.985, mae: 0.954, loss: 0.011

ITERATION - loss: 0.01:   0%|          | 0/13 [01:16<00:01,  8.58it/s]
                                                                      

Validation Results - Epoch: 34 Metrics: mse: 1.620, avep: 0.952, top5: 0.950, frac_mc: 0.924, top1: 0.990, mae: 0.978, loss: 0.011

ITERATION - loss: 0.01:   0%|          | 0/13 [01:17<00:01,  8.58it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [01:17<00:02,  3.83it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [01:17<00:01,  4.66it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [01:17<00:01,  5.72it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [01:17<00:00,  6.61it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [01:17<00:00,  7.63it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [01:18<00:00,  8.32it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:18<00:00,  8.32it/s]
                                                                       

Training Results - Epoch: 35 Metrics: mse: 1.521, avep: 0.965, top5: 0.964, frac_mc: 0.932, top1: 0.993, mae: 0.975, loss: 0.009

ITERATION - loss: 0.01:   0%|          | 0/13 [01:19<00:01,  8.32it/s]
Validation Results - Epoch: 35 Metrics: mse: 1.557, avep: 0.951, top5: 0.944, frac_mc: 0.921, top1: 0.970, mae: 0.980, loss: 0.009

                                                                      

ITERATION - loss: 0.01:   0%|          | 0/13 [01:19<00:01,  8.32it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [01:19<00:03,  3.62it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [01:19<00:01,  4.53it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [01:19<00:01,  5.42it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [01:20<00:00,  6.42it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [01:20<00:00,  7.21it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [01:20<00:00,  8.00it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:20<00:00,  8.00it/s]
                                                                       

Training Results - Epoch: 36 Metrics: mse: 1.231, avep: 0.966, top5: 0.968, frac_mc: 0.934, top1: 0.990, mae: 0.856, loss: 0.008

ITERATION - loss: 0.01:   0%|          | 0/13 [01:21<00:01,  8.00it/s]
                                                                      

Validation Results - Epoch: 36 Metrics: mse: 1.317, avep: 0.950, top5: 0.946, frac_mc: 0.919, top1: 0.970, mae: 0.889, loss: 0.008

ITERATION - loss: 0.01:   0%|          | 0/13 [01:21<00:01,  8.00it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [01:21<00:02,  3.82it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [01:21<00:01,  4.74it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [01:21<00:01,  5.71it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [01:22<00:00,  6.58it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [01:22<00:00,  7.18it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [01:22<00:00,  7.84it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:22<00:00,  9.05it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:22<00:00,  9.05it/s]
                                                                       

Training Results - Epoch: 37 Metrics: mse: 1.204, avep: 0.966, top5: 0.968, frac_mc: 0.934, top1: 0.993, mae: 0.854, loss: 0.008

ITERATION - loss: 0.01:   0%|          | 0/13 [01:23<00:01,  9.05it/s]
                                                                      

Validation Results - Epoch: 37 Metrics: mse: 1.300, avep: 0.952, top5: 0.944, frac_mc: 0.920, top1: 0.980, mae: 0.886, loss: 0.008

ITERATION - loss: 0.01:   0%|          | 0/13 [01:23<00:01,  9.05it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [01:23<00:02,  4.05it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [01:23<00:01,  4.88it/s]
ITERATION - loss: 0.01:  38%|███▊      | 5/13 [01:24<00:01,  5.50it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [01:24<00:01,  5.98it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [01:24<00:00,  6.64it/s]
ITERATION - loss: 0.01:  69%|██████▉   | 9/13 [01:24<00:00,  7.35it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [01:24<00:00,  8.14it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [01:24<00:00,  8.46it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:24<00:00,  8.46it/s]
                                                                       

Training Results - Epoch: 38 Metrics: mse: 1.344, avep: 0.967, top5: 0.968, frac_mc: 0.937, top1: 0.988, mae: 0.907, loss: 0.008

ITERATION - loss: 0.01:   0%|          | 0/13 [01:25<00:01,  8.46it/s]
                                                                      

Validation Results - Epoch: 38 Metrics: mse: 1.430, avep: 0.951, top5: 0.948, frac_mc: 0.921, top1: 0.980, mae: 0.929, loss: 0.008

ITERATION - loss: 0.01:   0%|          | 0/13 [01:25<00:01,  8.46it/s]
ITERATION - loss: 0.01:   8%|▊         | 1/13 [01:25<00:04,  2.43it/s]
ITERATION - loss: 0.01:  23%|██▎       | 3/13 [01:26<00:03,  3.15it/s]
ITERATION - loss: 0.01:  38%|███▊      | 5/13 [01:26<00:02,  3.97it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [01:26<00:01,  4.76it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [01:26<00:01,  5.39it/s]
ITERATION - loss: 0.01:  69%|██████▉   | 9/13 [01:26<00:00,  6.13it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [01:26<00:00,  6.92it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [01:27<00:00,  7.72it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:27<00:00,  7.72it/s]
Training Results - Epoch: 39 Metrics: mse: 1.035, avep: 0.967, top5: 0.968, frac_mc: 0.937, top1: 0.988, mae: 0.769, loss: 0.007

                                                                       

ITERATION - loss: 0.01:   0%|          | 0/13 [01:27<00:01,  7.72it/s]
Validation Results - Epoch: 39 Metrics: mse: 1.128, avep: 0.950, top5: 0.944, frac_mc: 0.920, top1: 0.960, mae: 0.815, loss: 0.007

                                                                      

ITERATION - loss: 0.01:   0%|          | 0/13 [01:28<00:01,  7.72it/s]
ITERATION - loss: 0.01:   8%|▊         | 1/13 [01:28<00:05,  2.38it/s]
ITERATION - loss: 0.01:  23%|██▎       | 3/13 [01:28<00:03,  3.07it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [01:28<00:02,  3.88it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [01:28<00:01,  4.71it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [01:28<00:00,  5.55it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [01:29<00:00,  6.57it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [01:29<00:00,  7.22it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:29<00:00,  7.22it/s]
                                                                       

Training Results - Epoch: 40 Metrics: mse: 0.975, avep: 0.970, top5: 0.968, frac_mc: 0.940, top1: 0.993, mae: 0.740, loss: 0.007

ITERATION - loss: 0.01:   0%|          | 0/13 [01:30<00:01,  7.22it/s]
Validation Results - Epoch: 40 Metrics: mse: 1.033, avep: 0.954, top5: 0.946, frac_mc: 0.924, top1: 0.970, mae: 0.772, loss: 0.007

                                                                      

ITERATION - loss: 0.01:   0%|          | 0/13 [01:30<00:01,  7.22it/s]
ITERATION - loss: 0.01:   8%|▊         | 1/13 [01:30<00:05,  2.23it/s]
ITERATION - loss: 0.01:  23%|██▎       | 3/13 [01:30<00:03,  2.91it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [01:30<00:02,  3.73it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [01:31<00:01,  4.57it/s]
ITERATION - loss: 0.01:  69%|██████▉   | 9/13 [01:31<00:00,  5.60it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [01:31<00:00,  6.67it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:31<00:00,  7.99it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:31<00:00,  7.99it/s]
                                                                       

Training Results - Epoch: 41 Metrics: mse: 1.195, avep: 0.971, top5: 0.971, frac_mc: 0.943, top1: 0.993, mae: 0.867, loss: 0.007

ITERATION - loss: 0.01:   0%|          | 0/13 [01:32<00:01,  7.99it/s]
                                                                      

Validation Results - Epoch: 41 Metrics: mse: 1.299, avep: 0.954, top5: 0.954, frac_mc: 0.925, top1: 0.980, mae: 0.894, loss: 0.008

ITERATION - loss: 0.01:   0%|          | 0/13 [01:32<00:01,  7.99it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [01:32<00:02,  3.83it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [01:32<00:01,  4.72it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [01:33<00:01,  5.69it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [01:33<00:00,  6.53it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [01:33<00:00,  7.22it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [01:33<00:00,  8.00it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:33<00:00,  8.00it/s]
Training Results - Epoch: 42 Metrics: mse: 0.995, avep: 0.970, top5: 0.970, frac_mc: 0.942, top1: 0.993, mae: 0.749, loss: 0.006

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [01:34<00:01,  8.00it/s]
                                                                      

Validation Results - Epoch: 42 Metrics: mse: 1.148, avep: 0.949, top5: 0.948, frac_mc: 0.923, top1: 0.960, mae: 0.798, loss: 0.007

ITERATION - loss: 0.00:   0%|          | 0/13 [01:34<00:01,  8.00it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [01:34<00:02,  3.76it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [01:34<00:01,  4.76it/s]
ITERATION - loss: 0.01:  38%|███▊      | 5/13 [01:35<00:01,  5.58it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [01:35<00:00,  6.43it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:35<00:00,  7.17it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:35<00:00,  7.76it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [01:35<00:00,  8.22it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:35<00:00,  9.25it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:35<00:00,  9.25it/s]
                                                                       
Training Results - Epoch: 43 Metrics: mse: 0.796, avep: 0.971, top5: 0.972, frac_mc: 0.942, top1: 0.988, mae: 0.673, loss: 0.006

ITERATION - loss: 0.01:   0%|          | 0/13 [01:36<00:01,  9.25it/s]
                                                                      

Validation Results - Epoch: 43 Metrics: mse: 0.872, avep: 0.952, top5: 0.942, frac_mc: 0.927, top1: 0.970, mae: 0.713, loss: 0.006

ITERATION - loss: 0.01:   0%|          | 0/13 [01:36<00:01,  9.25it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [01:37<00:02,  3.95it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [01:37<00:02,  4.76it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [01:37<00:01,  5.59it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [01:37<00:00,  6.45it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [01:37<00:00,  7.26it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:37<00:00,  7.85it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [01:38<00:00,  8.68it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:38<00:00,  8.68it/s]
                                                                       

Training Results - Epoch: 44 Metrics: mse: 0.821, avep: 0.972, top5: 0.969, frac_mc: 0.945, top1: 0.990, mae: 0.659, loss: 0.006

ITERATION - loss: 0.00:   0%|          | 0/13 [01:38<00:01,  8.68it/s]
                                                                      

Validation Results - Epoch: 44 Metrics: mse: 0.897, avep: 0.955, top5: 0.954, frac_mc: 0.932, top1: 0.970, mae: 0.693, loss: 0.006

ITERATION - loss: 0.00:   0%|          | 0/13 [01:39<00:01,  8.68it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [01:39<00:02,  3.84it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [01:39<00:01,  4.68it/s]
ITERATION - loss: 0.01:  38%|███▊      | 5/13 [01:39<00:01,  5.35it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [01:39<00:01,  6.05it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [01:39<00:00,  6.48it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:39<00:00,  7.06it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [01:40<00:00,  7.13it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [01:40<00:00,  7.53it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [01:40<00:00,  8.18it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:40<00:00,  8.18it/s]
                                                                       

Training Results - Epoch: 45 Metrics: mse: 0.755, avep: 0.973, top5: 0.973, frac_mc: 0.948, top1: 0.988, mae: 0.647, loss: 0.005

ITERATION - loss: 0.01:   0%|          | 0/13 [01:41<00:01,  8.18it/s]
                                                                      

Validation Results - Epoch: 45 Metrics: mse: 0.870, avep: 0.951, top5: 0.944, frac_mc: 0.921, top1: 0.950, mae: 0.700, loss: 0.006

ITERATION - loss: 0.01:   0%|          | 0/13 [01:41<00:01,  8.18it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [01:41<00:05,  2.22it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [01:41<00:03,  2.91it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [01:41<00:02,  3.75it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [01:42<00:01,  4.78it/s]
ITERATION - loss: 0.01:  69%|██████▉   | 9/13 [01:42<00:00,  5.85it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [01:42<00:00,  6.86it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:42<00:00,  8.44it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:42<00:00,  8.44it/s]
                                                                       

Training Results - Epoch: 46 Metrics: mse: 1.265, avep: 0.974, top5: 0.973, frac_mc: 0.949, top1: 0.988, mae: 0.814, loss: 0.007

ITERATION - loss: 0.00:   0%|          | 0/13 [01:43<00:01,  8.44it/s]
                                                                      

Validation Results - Epoch: 46 Metrics: mse: 1.508, avep: 0.954, top5: 0.952, frac_mc: 0.929, top1: 0.960, mae: 0.893, loss: 0.009

ITERATION - loss: 0.00:   0%|          | 0/13 [01:43<00:01,  8.44it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [01:43<00:02,  3.93it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [01:43<00:01,  4.83it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [01:43<00:01,  5.38it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [01:44<00:01,  5.91it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [01:44<00:00,  6.70it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [01:44<00:00,  7.32it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [01:44<00:00,  7.92it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [01:44<00:00,  7.97it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:44<00:00,  8.32it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:44<00:00,  8.32it/s]
                                                                       

Training Results - Epoch: 47 Metrics: mse: 1.376, avep: 0.970, top5: 0.969, frac_mc: 0.942, top1: 0.995, mae: 0.959, loss: 0.008

ITERATION - loss: 0.01:   0%|          | 0/13 [01:45<00:01,  8.32it/s]
                                                                      

Validation Results - Epoch: 47 Metrics: mse: 1.380, avep: 0.949, top5: 0.944, frac_mc: 0.913, top1: 0.970, mae: 0.951, loss: 0.008

ITERATION - loss: 0.01:   0%|          | 0/13 [01:45<00:01,  8.32it/s]
ITERATION - loss: 0.01:   8%|▊         | 1/13 [01:45<00:05,  2.37it/s]
ITERATION - loss: 0.01:  23%|██▎       | 3/13 [01:46<00:03,  3.12it/s]
ITERATION - loss: 0.01:  38%|███▊      | 5/13 [01:46<00:02,  3.96it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [01:46<00:01,  4.61it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [01:46<00:01,  5.25it/s]
ITERATION - loss: 0.01:  69%|██████▉   | 9/13 [01:46<00:00,  6.10it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [01:46<00:00,  6.96it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:47<00:00,  8.29it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:47<00:00,  8.29it/s]
                                                                       

Training Results - Epoch: 48 Metrics: mse: 0.947, avep: 0.971, top5: 0.972, frac_mc: 0.942, top1: 0.988, mae: 0.763, loss: 0.006

ITERATION - loss: 0.01:   0%|          | 0/13 [01:47<00:01,  8.29it/s]
                                                                      

Validation Results - Epoch: 48 Metrics: mse: 0.964, avep: 0.952, top5: 0.952, frac_mc: 0.920, top1: 0.980, mae: 0.772, loss: 0.006

ITERATION - loss: 0.01:   0%|          | 0/13 [01:48<00:01,  8.29it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [01:48<00:02,  3.88it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [01:48<00:01,  4.87it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:48<00:01,  5.97it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:48<00:00,  6.96it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:48<00:00,  7.73it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [01:49<00:00,  8.72it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:49<00:00,  8.72it/s]
                                                                       

Training Results - Epoch: 49 Metrics: mse: 0.955, avep: 0.971, top5: 0.969, frac_mc: 0.944, top1: 0.988, mae: 0.718, loss: 0.005

ITERATION - loss: 0.01:   0%|          | 0/13 [01:49<00:01,  8.72it/s]
                                                                      

Validation Results - Epoch: 49 Metrics: mse: 1.110, avep: 0.948, top5: 0.938, frac_mc: 0.919, top1: 0.960, mae: 0.775, loss: 0.006

ITERATION - loss: 0.01:   0%|          | 0/13 [01:50<00:01,  8.72it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [01:50<00:03,  3.65it/s]
ITERATION - loss: 0.01:  23%|██▎       | 3/13 [01:50<00:02,  4.29it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:50<00:01,  5.15it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:50<00:01,  6.06it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:50<00:00,  6.78it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:51<00:00,  7.89it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:51<00:00,  8.22it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:51<00:00,  8.22it/s]
                                                                       

Training Results - Epoch: 50 Metrics: mse: 0.767, avep: 0.970, top5: 0.971, frac_mc: 0.943, top1: 0.988, mae: 0.699, loss: 0.005

ITERATION - loss: 0.01:   0%|          | 0/13 [01:52<00:01,  8.22it/s]
                                                                      

Validation Results - Epoch: 50 Metrics: mse: 0.885, avep: 0.950, top5: 0.938, frac_mc: 0.922, top1: 0.970, mae: 0.749, loss: 0.006

ITERATION - loss: 0.01:   0%|          | 0/13 [01:52<00:01,  8.22it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [01:52<00:05,  2.33it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [01:52<00:03,  3.03it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [01:52<00:02,  3.82it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:53<00:01,  4.63it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [01:53<00:01,  5.40it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [01:53<00:00,  6.21it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [01:53<00:00,  6.94it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [01:53<00:00,  7.22it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [01:53<00:00,  7.22it/s]
                                                                       

Training Results - Epoch: 51 Metrics: mse: 1.016, avep: 0.969, top5: 0.965, frac_mc: 0.940, top1: 0.995, mae: 0.757, loss: 0.006

ITERATION - loss: 0.01:   0%|          | 0/13 [01:54<00:01,  7.22it/s]
                                                                      

Validation Results - Epoch: 51 Metrics: mse: 1.135, avep: 0.951, top5: 0.946, frac_mc: 0.920, top1: 0.980, mae: 0.804, loss: 0.007

ITERATION - loss: 0.01:   0%|          | 0/13 [01:54<00:01,  7.22it/s]
ITERATION - loss: 0.01:   8%|▊         | 1/13 [01:54<00:05,  2.30it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [01:55<00:03,  2.98it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [01:55<00:02,  3.70it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [01:55<00:01,  4.39it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [01:55<00:01,  5.24it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [01:55<00:00,  5.98it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:55<00:00,  6.38it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:56<00:00,  7.22it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:56<00:00,  7.22it/s]
                                                                       

Training Results - Epoch: 52 Metrics: mse: 0.629, avep: 0.974, top5: 0.976, frac_mc: 0.948, top1: 0.988, mae: 0.600, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [01:56<00:01,  7.22it/s]
                                                                      

Validation Results - Epoch: 52 Metrics: mse: 0.746, avep: 0.954, top5: 0.950, frac_mc: 0.925, top1: 0.970, mae: 0.662, loss: 0.005

ITERATION - loss: 0.00:   0%|          | 0/13 [01:57<00:01,  7.22it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [01:57<00:05,  2.36it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [01:57<00:03,  3.05it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:57<00:02,  3.83it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:57<00:01,  4.70it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [01:57<00:00,  5.64it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:58<00:00,  6.44it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:58<00:00,  7.23it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:58<00:00,  7.23it/s]
                                                                       

Training Results - Epoch: 53 Metrics: mse: 0.660, avep: 0.973, top5: 0.974, frac_mc: 0.949, top1: 0.988, mae: 0.612, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [01:59<00:01,  7.23it/s]
Validation Results - Epoch: 53 Metrics: mse: 0.780, avep: 0.950, top5: 0.946, frac_mc: 0.919, top1: 0.970, mae: 0.673, loss: 0.005

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [01:59<00:01,  7.23it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [01:59<00:05,  2.18it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [01:59<00:03,  2.86it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [01:59<00:02,  3.64it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:59<00:01,  4.41it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:00<00:00,  5.26it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:00<00:00,  6.04it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:00<00:00,  6.37it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:00<00:00,  6.90it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:00<00:00,  6.90it/s]
                                                                       

Training Results - Epoch: 54 Metrics: mse: 0.533, avep: 0.973, top5: 0.973, frac_mc: 0.946, top1: 0.985, mae: 0.531, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:01<00:01,  6.90it/s]
                                                                      

Validation Results - Epoch: 54 Metrics: mse: 0.623, avep: 0.952, top5: 0.942, frac_mc: 0.925, top1: 0.980, mae: 0.584, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:01<00:01,  6.90it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:01<00:05,  2.10it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:02<00:03,  2.78it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:02<00:02,  3.52it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:02<00:01,  4.22it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:02<00:01,  5.04it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:02<00:00,  5.87it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [02:02<00:00,  6.70it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:03<00:00,  8.33it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:03<00:00,  8.33it/s]
Training Results - Epoch: 55 Metrics: mse: 0.521, avep: 0.973, top5: 0.974, frac_mc: 0.947, top1: 0.988, mae: 0.530, loss: 0.004

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [02:03<00:01,  8.33it/s]
                                                                      

Validation Results - Epoch: 55 Metrics: mse: 0.611, avep: 0.951, top5: 0.946, frac_mc: 0.923, top1: 0.970, mae: 0.582, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:03<00:01,  8.33it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:04<00:02,  3.92it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:04<00:02,  4.64it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:04<00:01,  5.43it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:04<00:01,  6.27it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:04<00:00,  6.99it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:04<00:00,  7.54it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:05<00:00,  8.51it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:05<00:00,  9.92it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:05<00:00,  9.92it/s]
                                                                       
Training Results - Epoch: 56 Metrics: mse: 0.516, avep: 0.972, top5: 0.974, frac_mc: 0.946, top1: 0.985, mae: 0.524, loss: 0.004


ITERATION - loss: 0.00:   0%|          | 0/13 [02:05<00:01,  9.92it/s]
                                                                      

Validation Results - Epoch: 56 Metrics: mse: 0.609, avep: 0.951, top5: 0.946, frac_mc: 0.926, top1: 0.970, mae: 0.577, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:06<00:01,  9.92it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:06<00:02,  4.10it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:06<00:02,  4.82it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:06<00:01,  5.86it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:06<00:00,  6.62it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:06<00:00,  7.20it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:07<00:00,  7.74it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:07<00:00,  7.78it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:07<00:00,  7.76it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:07<00:00,  8.26it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:07<00:00,  8.26it/s]
Training Results - Epoch: 57 Metrics: mse: 0.514, avep: 0.974, top5: 0.975, frac_mc: 0.947, top1: 0.988, mae: 0.529, loss: 0.004

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [02:08<00:01,  8.26it/s]
Validation Results - Epoch: 57 Metrics: mse: 0.611, avep: 0.952, top5: 0.946, frac_mc: 0.922, top1: 0.970, mae: 0.584, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [02:08<00:01,  8.26it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:08<00:05,  2.35it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:08<00:03,  3.04it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:08<00:02,  3.79it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:09<00:01,  4.62it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:09<00:01,  5.15it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:09<00:00,  5.63it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:09<00:00,  6.17it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:09<00:00,  6.86it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:09<00:00,  6.88it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:09<00:00,  6.88it/s]
                                                                       
Training Results - Epoch: 58 Metrics: mse: 0.575, avep: 0.974, top5: 0.974, frac_mc: 0.947, top1: 0.988, mae: 0.583, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:10<00:01,  6.88it/s]
                                                                      

Validation Results - Epoch: 58 Metrics: mse: 0.675, avep: 0.952, top5: 0.944, frac_mc: 0.922, top1: 0.960, mae: 0.636, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:11<00:01,  6.88it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:11<00:06,  1.95it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:11<00:03,  2.52it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:11<00:02,  3.08it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:11<00:02,  3.84it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:11<00:01,  4.62it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [02:12<00:00,  5.44it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:12<00:00,  6.30it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:12<00:00,  7.01it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:12<00:00,  7.01it/s]
                                                                       

Training Results - Epoch: 59 Metrics: mse: 0.538, avep: 0.974, top5: 0.976, frac_mc: 0.948, top1: 0.988, mae: 0.542, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:13<00:01,  7.01it/s]
                                                                      

Validation Results - Epoch: 59 Metrics: mse: 0.659, avep: 0.952, top5: 0.946, frac_mc: 0.920, top1: 0.970, mae: 0.610, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:13<00:01,  7.01it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:13<00:05,  2.18it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:13<00:03,  2.91it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:14<00:02,  3.75it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:14<00:01,  4.71it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:14<00:00,  5.41it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:14<00:00,  6.21it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:14<00:00,  6.99it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:14<00:00,  6.99it/s]
                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [02:15<00:01,  6.99it/s]
Training Results - Epoch: 60 Metrics: mse: 0.517, avep: 0.974, top5: 0.976, frac_mc: 0.947, top1: 0.988, mae: 0.534, loss: 0.004

                                                                      
Validation Results - Epoch: 60 Metrics: mse: 0.623, avep: 0.953, top5: 0.946, frac_mc: 0.927, top1: 0.970, mae: 0.594, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:16<00:01,  6.99it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:16<00:06,  1.80it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:16<00:04,  2.40it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:16<00:02,  3.16it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:16<00:01,  3.98it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:16<00:01,  4.74it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:17<00:00,  5.48it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [02:17<00:00,  6.12it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:17<00:00,  6.72it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:17<00:00,  7.28it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:17<00:00,  7.28it/s]
                                                                       

Training Results - Epoch: 61 Metrics: mse: 0.508, avep: 0.974, top5: 0.974, frac_mc: 0.949, top1: 0.990, mae: 0.526, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:18<00:01,  7.28it/s]
Validation Results - Epoch: 61 Metrics: mse: 0.606, avep: 0.951, top5: 0.944, frac_mc: 0.921, top1: 0.970, mae: 0.580, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [02:18<00:01,  7.28it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:18<00:06,  1.96it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:18<00:03,  2.62it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:19<00:02,  3.12it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:19<00:02,  3.60it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:19<00:01,  3.87it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:19<00:01,  4.04it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:19<00:01,  4.19it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:20<00:00,  4.17it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:20<00:00,  4.10it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:20<00:00,  4.23it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:20<00:00,  4.70it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:20<00:00,  4.70it/s]
                                                                       
Training Results - Epoch: 62 Metrics: mse: 0.496, avep: 0.973, top5: 0.974, frac_mc: 0.947, top1: 0.985, mae: 0.511, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:22<00:02,  4.70it/s]
Validation Results - Epoch: 62 Metrics: mse: 0.596, avep: 0.951, top5: 0.940, frac_mc: 0.923, top1: 0.970, mae: 0.568, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [02:22<00:02,  4.70it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:22<00:09,  1.30it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:23<00:05,  1.76it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:23<00:04,  2.16it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:23<00:02,  2.75it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:23<00:02,  3.07it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:23<00:01,  3.48it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:24<00:01,  3.98it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:24<00:00,  4.86it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:24<00:00,  5.46it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:24<00:00,  6.71it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:24<00:00,  6.71it/s]
                                                                       

Training Results - Epoch: 63 Metrics: mse: 0.510, avep: 0.974, top5: 0.977, frac_mc: 0.946, top1: 0.988, mae: 0.532, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:25<00:01,  6.71it/s]
                                                                      

Validation Results - Epoch: 63 Metrics: mse: 0.618, avep: 0.953, top5: 0.946, frac_mc: 0.921, top1: 0.970, mae: 0.593, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:25<00:01,  6.71it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:25<00:05,  2.12it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:25<00:04,  2.69it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:26<00:03,  3.26it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:26<00:02,  3.69it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:26<00:01,  4.08it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:26<00:01,  4.98it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:26<00:00,  5.82it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:26<00:00,  6.73it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:27<00:00,  6.22it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [02:27<00:00,  6.71it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [02:27<00:00,  6.71it/s]
                                                                       

Training Results - Epoch: 64 Metrics: mse: 0.522, avep: 0.974, top5: 0.977, frac_mc: 0.947, top1: 0.988, mae: 0.532, loss: 0.004

ITERATION - loss: 0.01:   0%|          | 0/13 [02:28<00:01,  6.71it/s]
Validation Results - Epoch: 64 Metrics: mse: 0.639, avep: 0.951, top5: 0.946, frac_mc: 0.917, top1: 0.970, mae: 0.598, loss: 0.004

                                                                      

ITERATION - loss: 0.01:   0%|          | 0/13 [02:28<00:01,  6.71it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:28<00:05,  2.12it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:28<00:04,  2.65it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:28<00:02,  3.40it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:28<00:01,  4.21it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:29<00:01,  5.02it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:29<00:00,  5.81it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [02:29<00:00,  6.45it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:29<00:00,  7.05it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:29<00:00,  8.16it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:29<00:00,  8.16it/s]
                                                                       

Training Results - Epoch: 65 Metrics: mse: 0.525, avep: 0.975, top5: 0.975, frac_mc: 0.947, top1: 0.995, mae: 0.553, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:30<00:01,  8.16it/s]
                                                                      

Validation Results - Epoch: 65 Metrics: mse: 0.601, avep: 0.953, top5: 0.948, frac_mc: 0.925, top1: 0.960, mae: 0.592, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:30<00:01,  8.16it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:30<00:05,  2.33it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:30<00:03,  3.09it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:31<00:02,  3.94it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:31<00:01,  4.54it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:31<00:01,  5.35it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:31<00:00,  6.08it/s]
ITERATION - loss: 0.01:  69%|██████▉   | 9/13 [02:31<00:00,  6.86it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:31<00:00,  7.82it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:31<00:00,  9.26it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:31<00:00,  9.26it/s]
                                                                       

Training Results - Epoch: 66 Metrics: mse: 0.499, avep: 0.974, top5: 0.974, frac_mc: 0.946, top1: 0.988, mae: 0.519, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [02:32<00:01,  9.26it/s]
                                                                      

Validation Results - Epoch: 66 Metrics: mse: 0.616, avep: 0.953, top5: 0.946, frac_mc: 0.922, top1: 0.970, mae: 0.586, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:33<00:01,  9.26it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:33<00:03,  3.64it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:33<00:02,  4.43it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:33<00:01,  5.23it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:33<00:00,  6.03it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:33<00:00,  6.28it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:34<00:00,  7.02it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:34<00:00,  7.61it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:34<00:00,  8.13it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [02:34<00:00,  8.13it/s]
                                                                       

Training Results - Epoch: 67 Metrics: mse: 0.505, avep: 0.974, top5: 0.977, frac_mc: 0.947, top1: 0.988, mae: 0.528, loss: 0.003

ITERATION - loss: 0.01:   0%|          | 0/13 [02:35<00:01,  8.13it/s]
                                                                      

Validation Results - Epoch: 67 Metrics: mse: 0.613, avep: 0.952, top5: 0.944, frac_mc: 0.922, top1: 0.970, mae: 0.590, loss: 0.004

ITERATION - loss: 0.01:   0%|          | 0/13 [02:35<00:01,  8.13it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:35<00:04,  2.42it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:35<00:03,  3.14it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:35<00:02,  3.85it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:35<00:01,  4.73it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:36<00:00,  5.84it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:36<00:00,  6.48it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:36<00:00,  7.12it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:36<00:00,  7.68it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:36<00:00,  7.68it/s]
Training Results - Epoch: 68 Metrics: mse: 0.473, avep: 0.975, top5: 0.976, frac_mc: 0.949, top1: 0.993, mae: 0.502, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [02:37<00:01,  7.68it/s]
                                                                      

Validation Results - Epoch: 68 Metrics: mse: 0.566, avep: 0.953, top5: 0.942, frac_mc: 0.926, top1: 0.970, mae: 0.553, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:37<00:01,  7.68it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:37<00:05,  2.36it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:37<00:03,  3.09it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:38<00:02,  3.91it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:38<00:01,  4.78it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:38<00:00,  5.44it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:38<00:00,  6.29it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:38<00:00,  7.04it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:38<00:00,  7.04it/s]
Training Results - Epoch: 69 Metrics: mse: 0.475, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.993, mae: 0.503, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [02:39<00:01,  7.04it/s]
Validation Results - Epoch: 69 Metrics: mse: 0.575, avep: 0.953, top5: 0.946, frac_mc: 0.923, top1: 0.970, mae: 0.559, loss: 0.004
                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [02:39<00:01,  7.04it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:39<00:05,  2.32it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:40<00:03,  3.02it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:40<00:02,  3.83it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:40<00:01,  4.28it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:40<00:01,  4.88it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:40<00:00,  5.65it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:40<00:00,  6.21it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:40<00:00,  6.36it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:41<00:00,  6.71it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:41<00:00,  6.97it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:41<00:00,  6.97it/s]
                                                                       

Training Results - Epoch: 70 Metrics: mse: 0.474, avep: 0.974, top5: 0.976, frac_mc: 0.948, top1: 0.990, mae: 0.504, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [02:42<00:01,  6.97it/s]
                                                                      

Validation Results - Epoch: 70 Metrics: mse: 0.576, avep: 0.952, top5: 0.942, frac_mc: 0.922, top1: 0.970, mae: 0.561, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:42<00:01,  6.97it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:42<00:05,  2.12it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:42<00:03,  2.79it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:42<00:02,  3.55it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:42<00:01,  4.40it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:43<00:01,  5.04it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:43<00:01,  5.88it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:43<00:00,  6.71it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:43<00:00,  7.39it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:43<00:00,  8.01it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:43<00:00,  8.01it/s]
                                                                       

Training Results - Epoch: 71 Metrics: mse: 0.472, avep: 0.974, top5: 0.977, frac_mc: 0.949, top1: 0.993, mae: 0.501, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [02:44<00:01,  8.01it/s]
                                                                      

Validation Results - Epoch: 71 Metrics: mse: 0.574, avep: 0.952, top5: 0.944, frac_mc: 0.922, top1: 0.970, mae: 0.558, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:44<00:01,  8.01it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:44<00:05,  2.40it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:44<00:03,  3.15it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:45<00:01,  4.00it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [02:45<00:01,  4.97it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:45<00:00,  5.87it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:45<00:00,  6.80it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:45<00:00,  7.96it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:45<00:00,  7.96it/s]
                                                                       

Training Results - Epoch: 72 Metrics: mse: 0.469, avep: 0.975, top5: 0.977, frac_mc: 0.948, top1: 0.993, mae: 0.500, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [02:46<00:01,  7.96it/s]
Validation Results - Epoch: 72 Metrics: mse: 0.567, avep: 0.952, top5: 0.944, frac_mc: 0.925, top1: 0.970, mae: 0.554, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [02:46<00:01,  7.96it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:46<00:02,  3.82it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:47<00:01,  4.72it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:47<00:01,  5.52it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:47<00:00,  6.37it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:47<00:00,  7.07it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:47<00:00,  7.71it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:47<00:00,  9.00it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:47<00:00,  9.00it/s]
                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [02:48<00:01,  9.00it/s]
Training Results - Epoch: 73 Metrics: mse: 0.475, avep: 0.975, top5: 0.977, frac_mc: 0.948, top1: 0.993, mae: 0.505, loss: 0.003

                                                                      

Validation Results - Epoch: 73 Metrics: mse: 0.579, avep: 0.953, top5: 0.944, frac_mc: 0.924, top1: 0.970, mae: 0.563, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:48<00:01,  9.00it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:49<00:02,  4.01it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:49<00:01,  4.86it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:49<00:01,  5.74it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:49<00:01,  6.20it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:49<00:00,  7.00it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:49<00:00,  7.67it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:50<00:00,  8.37it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:50<00:00,  8.80it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:50<00:00,  8.80it/s]
                                                                       

Training Results - Epoch: 74 Metrics: mse: 0.467, avep: 0.974, top5: 0.976, frac_mc: 0.949, top1: 0.990, mae: 0.498, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [02:51<00:01,  8.80it/s]
                                                                      

Validation Results - Epoch: 74 Metrics: mse: 0.567, avep: 0.953, top5: 0.944, frac_mc: 0.924, top1: 0.970, mae: 0.553, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:51<00:01,  8.80it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:51<00:05,  2.34it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:51<00:03,  3.03it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:51<00:02,  3.74it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:51<00:01,  4.60it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:51<00:01,  5.51it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:52<00:00,  6.59it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [02:52<00:00,  7.52it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:52<00:00,  8.84it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:52<00:00,  8.84it/s]
                                                                       

Training Results - Epoch: 75 Metrics: mse: 0.467, avep: 0.974, top5: 0.977, frac_mc: 0.948, top1: 0.993, mae: 0.499, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [02:53<00:01,  8.84it/s]
                                                                      

Validation Results - Epoch: 75 Metrics: mse: 0.566, avep: 0.953, top5: 0.942, frac_mc: 0.924, top1: 0.970, mae: 0.554, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:53<00:01,  8.84it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:53<00:02,  3.98it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:53<00:01,  4.94it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:53<00:01,  5.95it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:54<00:00,  7.07it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:54<00:00,  8.01it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:54<00:00,  8.44it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:54<00:00,  8.44it/s]
                                                                       

Training Results - Epoch: 76 Metrics: mse: 0.469, avep: 0.974, top5: 0.977, frac_mc: 0.948, top1: 0.993, mae: 0.501, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [02:55<00:01,  8.44it/s]
                                                                      

Validation Results - Epoch: 76 Metrics: mse: 0.569, avep: 0.953, top5: 0.946, frac_mc: 0.925, top1: 0.970, mae: 0.557, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:55<00:01,  8.44it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:55<00:02,  3.77it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:55<00:01,  4.67it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:55<00:01,  5.54it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:56<00:00,  6.33it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:56<00:00,  7.21it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:56<00:00,  7.81it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:56<00:00,  8.20it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:56<00:00,  8.20it/s]
                                                                       

Training Results - Epoch: 77 Metrics: mse: 0.465, avep: 0.974, top5: 0.976, frac_mc: 0.949, top1: 0.990, mae: 0.498, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [02:57<00:01,  8.20it/s]
                                                                      

Validation Results - Epoch: 77 Metrics: mse: 0.567, avep: 0.953, top5: 0.944, frac_mc: 0.926, top1: 0.970, mae: 0.555, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:57<00:01,  8.20it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:57<00:05,  2.37it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:57<00:03,  3.08it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:58<00:02,  3.99it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:58<00:01,  4.95it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:58<00:00,  5.83it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:58<00:00,  6.79it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:58<00:00,  7.82it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:58<00:00,  7.82it/s]
                                                                       
Training Results - Epoch: 78 Metrics: mse: 0.469, avep: 0.974, top5: 0.976, frac_mc: 0.948, top1: 0.993, mae: 0.502, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [02:59<00:01,  7.82it/s]

                                                                      

Validation Results - Epoch: 78 Metrics: mse: 0.573, avep: 0.954, top5: 0.944, frac_mc: 0.925, top1: 0.970, mae: 0.560, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [02:59<00:01,  7.82it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [03:00<00:02,  3.80it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:00<00:02,  4.61it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [03:00<00:01,  5.45it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:00<00:00,  6.11it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [03:00<00:00,  6.96it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:00<00:00,  7.59it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:01<00:00,  8.16it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:01<00:00,  8.16it/s]
                                                                       

Training Results - Epoch: 79 Metrics: mse: 0.465, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.497, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [03:01<00:01,  8.16it/s]
                                                                      

Validation Results - Epoch: 79 Metrics: mse: 0.563, avep: 0.953, top5: 0.946, frac_mc: 0.926, top1: 0.970, mae: 0.550, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [03:02<00:01,  8.16it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [03:02<00:04,  2.41it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:02<00:03,  3.12it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [03:02<00:02,  3.81it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [03:02<00:01,  4.66it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:02<00:01,  5.60it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [03:02<00:00,  6.64it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:03<00:00,  7.35it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:03<00:00,  7.80it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:03<00:00,  7.80it/s]
Training Results - Epoch: 80 Metrics: mse: 0.461, avep: 0.974, top5: 0.976, frac_mc: 0.949, top1: 0.990, mae: 0.496, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [03:04<00:01,  7.80it/s]
                                                                      

Validation Results - Epoch: 80 Metrics: mse: 0.560, avep: 0.953, top5: 0.944, frac_mc: 0.924, top1: 0.970, mae: 0.550, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [03:04<00:01,  7.80it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [03:04<00:05,  2.36it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:04<00:03,  3.08it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [03:04<00:02,  3.81it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:05<00:01,  4.70it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [03:05<00:00,  5.51it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:05<00:00,  6.35it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:05<00:00,  7.50it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:05<00:00,  7.50it/s]
Training Results - Epoch: 81 Metrics: mse: 0.465, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.993, mae: 0.500, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [03:06<00:01,  7.50it/s]
Validation Results - Epoch: 81 Metrics: mse: 0.566, avep: 0.954, top5: 0.944, frac_mc: 0.925, top1: 0.970, mae: 0.556, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [03:06<00:01,  7.50it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [03:06<00:02,  3.71it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [03:06<00:01,  4.67it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [03:07<00:01,  5.35it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:07<00:01,  6.19it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [03:07<00:00,  7.00it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:07<00:00,  7.58it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:07<00:00,  8.01it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:07<00:00,  8.39it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:07<00:00,  8.39it/s]
                                                                       

Training Results - Epoch: 82 Metrics: mse: 0.462, avep: 0.975, top5: 0.976, frac_mc: 0.948, top1: 0.993, mae: 0.496, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [03:08<00:01,  8.39it/s]
Validation Results - Epoch: 82 Metrics: mse: 0.564, avep: 0.954, top5: 0.946, frac_mc: 0.926, top1: 0.970, mae: 0.552, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [03:08<00:01,  8.39it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [03:08<00:05,  2.27it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:09<00:03,  2.95it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [03:09<00:02,  3.71it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:09<00:01,  4.57it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [03:09<00:00,  5.51it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:09<00:00,  6.21it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:10<00:00,  7.23it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:10<00:00,  7.23it/s]
                                                                       

Training Results - Epoch: 83 Metrics: mse: 0.464, avep: 0.975, top5: 0.977, frac_mc: 0.948, top1: 0.990, mae: 0.497, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [03:11<00:01,  7.23it/s]
                                                                      

Validation Results - Epoch: 83 Metrics: mse: 0.568, avep: 0.954, top5: 0.946, frac_mc: 0.925, top1: 0.970, mae: 0.554, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [03:11<00:01,  7.23it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [03:11<00:05,  2.15it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:11<00:03,  2.81it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [03:11<00:02,  3.55it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:11<00:01,  4.46it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:11<00:01,  5.34it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [03:12<00:00,  6.08it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:12<00:00,  6.99it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:12<00:00,  7.67it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:12<00:00,  8.19it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:12<00:00,  8.19it/s]
                                                                       

Training Results - Epoch: 84 Metrics: mse: 0.462, avep: 0.975, top5: 0.976, frac_mc: 0.948, top1: 0.993, mae: 0.496, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [03:13<00:01,  8.19it/s]
                                                                      

Validation Results - Epoch: 84 Metrics: mse: 0.565, avep: 0.953, top5: 0.946, frac_mc: 0.925, top1: 0.970, mae: 0.554, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [03:13<00:01,  8.19it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [03:13<00:04,  2.43it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:13<00:03,  3.17it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [03:13<00:01,  4.01it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:14<00:01,  5.01it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [03:14<00:00,  5.99it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:14<00:00,  6.68it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:14<00:00,  7.96it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:14<00:00,  7.96it/s]
                                                                       

Training Results - Epoch: 85 Metrics: mse: 0.462, avep: 0.974, top5: 0.976, frac_mc: 0.948, top1: 0.993, mae: 0.497, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [03:15<00:01,  7.96it/s]
                                                                      

Validation Results - Epoch: 85 Metrics: mse: 0.563, avep: 0.954, top5: 0.946, frac_mc: 0.926, top1: 0.970, mae: 0.553, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [03:15<00:01,  7.96it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [03:15<00:02,  3.79it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [03:15<00:01,  4.69it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:16<00:01,  5.76it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [03:16<00:00,  6.97it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:16<00:00,  7.74it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:16<00:00,  8.34it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:16<00:00,  8.34it/s]
Training Results - Epoch: 86 Metrics: mse: 0.458, avep: 0.975, top5: 0.976, frac_mc: 0.949, top1: 0.990, mae: 0.493, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [03:17<00:01,  8.34it/s]
Validation Results - Epoch: 86 Metrics: mse: 0.559, avep: 0.953, top5: 0.944, frac_mc: 0.923, top1: 0.970, mae: 0.547, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [03:17<00:01,  8.34it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [03:17<00:02,  3.80it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [03:17<00:01,  4.82it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:18<00:01,  5.86it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [03:18<00:00,  6.41it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:18<00:00,  7.56it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:18<00:00,  8.25it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:18<00:00,  8.25it/s]
                                                                       

Training Results - Epoch: 87 Metrics: mse: 0.458, avep: 0.975, top5: 0.976, frac_mc: 0.949, top1: 0.990, mae: 0.493, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [03:19<00:01,  8.25it/s]
                                                                      

Validation Results - Epoch: 87 Metrics: mse: 0.560, avep: 0.953, top5: 0.944, frac_mc: 0.926, top1: 0.970, mae: 0.550, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [03:19<00:01,  8.25it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [03:19<00:02,  3.71it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [03:20<00:01,  4.54it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:20<00:01,  5.37it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [03:20<00:00,  6.31it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [03:20<00:00,  6.50it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:20<00:00,  7.67it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:21<00:00,  9.01it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:21<00:00,  9.01it/s]
                                                                       

Training Results - Epoch: 88 Metrics: mse: 0.462, avep: 0.974, top5: 0.976, frac_mc: 0.948, top1: 0.993, mae: 0.497, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [03:21<00:01,  9.01it/s]
                                                                      

Validation Results - Epoch: 88 Metrics: mse: 0.567, avep: 0.954, top5: 0.946, frac_mc: 0.925, top1: 0.970, mae: 0.555, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [03:22<00:01,  9.01it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [03:22<00:02,  3.97it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:22<00:02,  4.84it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [03:22<00:01,  5.63it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [03:22<00:01,  6.44it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:22<00:00,  7.09it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:22<00:00,  7.25it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [03:22<00:00,  7.52it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:23<00:00,  8.18it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:23<00:00,  8.41it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:23<00:00,  8.41it/s]
                                                                       

Training Results - Epoch: 89 Metrics: mse: 0.457, avep: 0.975, top5: 0.976, frac_mc: 0.949, top1: 0.990, mae: 0.492, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [03:24<00:01,  8.41it/s]
                                                                      

Validation Results - Epoch: 89 Metrics: mse: 0.557, avep: 0.953, top5: 0.944, frac_mc: 0.923, top1: 0.970, mae: 0.546, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [03:24<00:01,  8.41it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [03:24<00:05,  2.37it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:24<00:03,  3.06it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [03:24<00:02,  3.77it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:24<00:01,  4.74it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [03:25<00:00,  5.82it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:25<00:00,  7.05it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:25<00:00,  7.97it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:25<00:00,  7.97it/s]
                                                                       

Training Results - Epoch: 90 Metrics: mse: 0.457, avep: 0.975, top5: 0.976, frac_mc: 0.949, top1: 0.990, mae: 0.493, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [03:26<00:01,  7.97it/s]
Validation Results - Epoch: 90 Metrics: mse: 0.560, avep: 0.955, top5: 0.946, frac_mc: 0.926, top1: 0.970, mae: 0.550, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [03:26<00:01,  7.97it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [03:26<00:03,  3.62it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [03:26<00:01,  4.54it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:27<00:01,  5.35it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:27<00:00,  6.17it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [03:27<00:00,  7.06it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:27<00:00,  7.15it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:27<00:00,  7.53it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:27<00:00,  8.07it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:27<00:00,  8.07it/s]
Training Results - Epoch: 91 Metrics: mse: 0.458, avep: 0.975, top5: 0.977, frac_mc: 0.948, top1: 0.993, mae: 0.494, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [03:28<00:01,  8.07it/s]
Validation Results - Epoch: 91 Metrics: mse: 0.560, avep: 0.955, top5: 0.946, frac_mc: 0.927, top1: 0.970, mae: 0.551, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [03:28<00:01,  8.07it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [03:28<00:05,  2.39it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:28<00:03,  3.12it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [03:29<00:02,  3.89it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:29<00:01,  4.71it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:29<00:01,  5.46it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [03:29<00:00,  6.49it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:29<00:00,  7.27it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:29<00:00,  7.76it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:29<00:00,  7.76it/s]
Training Results - Epoch: 92 Metrics: mse: 0.455, avep: 0.975, top5: 0.976, frac_mc: 0.949, top1: 0.990, mae: 0.492, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [03:30<00:01,  7.76it/s]
Validation Results - Epoch: 92 Metrics: mse: 0.556, avep: 0.954, top5: 0.944, frac_mc: 0.925, top1: 0.970, mae: 0.548, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [03:30<00:01,  7.76it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [03:31<00:05,  2.29it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:31<00:03,  3.05it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [03:31<00:02,  3.86it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:31<00:01,  4.71it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [03:31<00:00,  5.60it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [03:31<00:00,  6.22it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:31<00:00,  6.57it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:32<00:00,  7.32it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:32<00:00,  8.64it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:32<00:00,  8.64it/s]
                                                                       

Training Results - Epoch: 93 Metrics: mse: 0.454, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.491, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [03:32<00:01,  8.64it/s]
                                                                      

Validation Results - Epoch: 93 Metrics: mse: 0.556, avep: 0.954, top5: 0.944, frac_mc: 0.925, top1: 0.970, mae: 0.546, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [03:33<00:01,  8.64it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [03:33<00:02,  4.01it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [03:33<00:01,  5.01it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [03:33<00:01,  5.82it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:33<00:00,  6.82it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [03:33<00:00,  7.53it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:34<00:00,  8.09it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:34<00:00,  7.94it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:34<00:00,  7.94it/s]
                                                                       

Training Results - Epoch: 94 Metrics: mse: 0.459, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.993, mae: 0.495, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [03:35<00:01,  7.94it/s]
                                                                      

Validation Results - Epoch: 94 Metrics: mse: 0.562, avep: 0.955, top5: 0.946, frac_mc: 0.926, top1: 0.970, mae: 0.553, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [03:35<00:01,  7.94it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [03:35<00:05,  2.31it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:35<00:03,  3.04it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [03:35<00:02,  3.74it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:35<00:01,  4.68it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:36<00:01,  5.33it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [03:36<00:00,  5.80it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:36<00:00,  6.58it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:36<00:00,  6.57it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:36<00:00,  7.02it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:36<00:00,  7.02it/s]
Training Results - Epoch: 95 Metrics: mse: 0.452, avep: 0.975, top5: 0.976, frac_mc: 0.950, top1: 0.990, mae: 0.489, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [03:37<00:01,  7.02it/s]
                                                                      
Validation Results - Epoch: 95 Metrics: mse: 0.555, avep: 0.954, top5: 0.944, frac_mc: 0.925, top1: 0.970, mae: 0.546, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [03:37<00:01,  7.02it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [03:37<00:05,  2.25it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:37<00:03,  2.96it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [03:38<00:02,  3.73it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:38<00:01,  4.57it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:38<00:01,  5.21it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [03:38<00:00,  6.20it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:38<00:00,  6.98it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:38<00:00,  6.95it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:38<00:00,  8.31it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:38<00:00,  8.31it/s]
                                                                       

Training Results - Epoch: 96 Metrics: mse: 0.454, avep: 0.974, top5: 0.977, frac_mc: 0.948, top1: 0.990, mae: 0.491, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [03:39<00:01,  8.31it/s]
                                                                      

Validation Results - Epoch: 96 Metrics: mse: 0.557, avep: 0.954, top5: 0.944, frac_mc: 0.926, top1: 0.970, mae: 0.549, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [03:39<00:01,  8.31it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [03:40<00:02,  3.87it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:40<00:02,  4.54it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [03:40<00:01,  5.13it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:40<00:01,  6.11it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [03:40<00:00,  6.58it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:41<00:00,  7.05it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:41<00:00,  7.21it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:41<00:00,  7.60it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [03:41<00:00,  7.60it/s]
                                                                       
Training Results - Epoch: 97 Metrics: mse: 0.451, avep: 0.975, top5: 0.976, frac_mc: 0.950, top1: 0.990, mae: 0.488, loss: 0.003

ITERATION - loss: 0.01:   0%|          | 0/13 [03:42<00:01,  7.60it/s]
                                                                      

Validation Results - Epoch: 97 Metrics: mse: 0.555, avep: 0.954, top5: 0.944, frac_mc: 0.925, top1: 0.970, mae: 0.545, loss: 0.004

ITERATION - loss: 0.01:   0%|          | 0/13 [03:42<00:01,  7.60it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [03:42<00:05,  2.19it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:42<00:03,  2.86it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [03:42<00:02,  3.62it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:43<00:01,  4.56it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [03:43<00:00,  5.62it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:43<00:00,  6.27it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:43<00:00,  6.70it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:43<00:00,  6.70it/s]
Training Results - Epoch: 98 Metrics: mse: 0.454, avep: 0.975, top5: 0.977, frac_mc: 0.948, top1: 0.993, mae: 0.492, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [03:44<00:01,  6.70it/s]
                                                                      
Validation Results - Epoch: 98 Metrics: mse: 0.557, avep: 0.954, top5: 0.946, frac_mc: 0.927, top1: 0.970, mae: 0.549, loss: 0.004


ITERATION - loss: 0.00:   0%|          | 0/13 [03:44<00:01,  6.70it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [03:44<00:05,  2.29it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:44<00:03,  3.02it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [03:45<00:02,  3.91it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:45<00:01,  4.89it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [03:45<00:00,  5.69it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:45<00:00,  6.48it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:45<00:00,  7.56it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:45<00:00,  7.56it/s]
                                                                       

Training Results - Epoch: 99 Metrics: mse: 0.451, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.489, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [03:46<00:01,  7.56it/s]
                                                                      

Validation Results - Epoch: 99 Metrics: mse: 0.554, avep: 0.954, top5: 0.944, frac_mc: 0.926, top1: 0.970, mae: 0.546, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [03:46<00:01,  7.56it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [03:46<00:03,  3.59it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [03:47<00:01,  4.52it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:47<00:01,  5.30it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:47<00:01,  5.80it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [03:47<00:00,  6.18it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [03:47<00:00,  6.64it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:47<00:00,  7.51it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:48<00:00,  8.93it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:48<00:00,  8.93it/s]
                                                                       

Training Results - Epoch: 100 Metrics: mse: 0.451, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.490, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [03:48<00:01,  8.93it/s]
                                                                      

Validation Results - Epoch: 100 Metrics: mse: 0.554, avep: 0.954, top5: 0.944, frac_mc: 0.925, top1: 0.970, mae: 0.547, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [03:49<00:01,  8.93it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [03:49<00:02,  3.99it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [03:49<00:01,  4.80it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [03:49<00:01,  5.32it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:49<00:01,  6.03it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [03:49<00:00,  6.98it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:50<00:00,  7.56it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:50<00:00,  8.17it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:50<00:00,  8.17it/s]
                                                                       

Training Results - Epoch: 101 Metrics: mse: 0.449, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.487, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [03:51<00:01,  8.17it/s]
Validation Results - Epoch: 101 Metrics: mse: 0.549, avep: 0.954, top5: 0.944, frac_mc: 0.926, top1: 0.970, mae: 0.542, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [03:51<00:01,  8.17it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [03:51<00:05,  2.26it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:51<00:03,  2.99it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [03:51<00:02,  3.76it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:51<00:01,  4.43it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:52<00:01,  5.05it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [03:52<00:00,  5.86it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:52<00:00,  6.63it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:52<00:00,  7.32it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:52<00:00,  7.18it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:52<00:00,  7.18it/s]
Training Results - Epoch: 102 Metrics: mse: 0.452, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.490, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [03:53<00:01,  7.18it/s]
                                                                      

Validation Results - Epoch: 102 Metrics: mse: 0.557, avep: 0.954, top5: 0.944, frac_mc: 0.924, top1: 0.970, mae: 0.549, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [03:53<00:01,  7.18it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [03:53<00:05,  2.20it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:54<00:03,  2.91it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [03:54<00:02,  3.68it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:54<00:01,  4.51it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [03:54<00:00,  5.31it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:54<00:00,  5.82it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:54<00:00,  6.41it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:55<00:00,  7.12it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:55<00:00,  7.12it/s]
Training Results - Epoch: 103 Metrics: mse: 0.448, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.487, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [03:55<00:01,  7.12it/s]
                                                                      

Validation Results - Epoch: 103 Metrics: mse: 0.551, avep: 0.954, top5: 0.944, frac_mc: 0.925, top1: 0.970, mae: 0.541, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [03:56<00:01,  7.12it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [03:56<00:05,  2.35it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [03:56<00:03,  3.01it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [03:56<00:02,  3.84it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [03:56<00:01,  4.66it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [03:56<00:00,  5.73it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [03:57<00:00,  6.80it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:57<00:00,  8.08it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:57<00:00,  8.08it/s]
                                                                       

Training Results - Epoch: 104 Metrics: mse: 0.455, avep: 0.975, top5: 0.977, frac_mc: 0.948, top1: 0.993, mae: 0.493, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [03:58<00:01,  8.08it/s]
                                                                      
Validation Results - Epoch: 104 Metrics: mse: 0.560, avep: 0.954, top5: 0.946, frac_mc: 0.928, top1: 0.970, mae: 0.553, loss: 0.004


ITERATION - loss: 0.00:   0%|          | 0/13 [03:58<00:01,  8.08it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [03:58<00:02,  3.86it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [03:58<00:01,  4.74it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [03:58<00:01,  5.80it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [03:58<00:00,  6.77it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [03:59<00:00,  7.70it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [03:59<00:00,  8.45it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [03:59<00:00,  8.45it/s]
                                                                       

Training Results - Epoch: 105 Metrics: mse: 0.446, avep: 0.975, top5: 0.977, frac_mc: 0.951, top1: 0.990, mae: 0.486, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:00<00:01,  8.45it/s]
                                                                      

Validation Results - Epoch: 105 Metrics: mse: 0.551, avep: 0.954, top5: 0.944, frac_mc: 0.925, top1: 0.970, mae: 0.544, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:00<00:01,  8.45it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [04:00<00:03,  3.62it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:00<00:02,  4.39it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [04:00<00:01,  4.94it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:01<00:01,  5.19it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:01<00:00,  6.24it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:01<00:00,  7.25it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:01<00:00,  7.36it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [04:01<00:00,  7.32it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:01<00:00,  8.39it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:01<00:00,  8.39it/s]
                                                                       

Training Results - Epoch: 106 Metrics: mse: 0.447, avep: 0.975, top5: 0.978, frac_mc: 0.948, top1: 0.990, mae: 0.487, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:02<00:01,  8.39it/s]
Validation Results - Epoch: 106 Metrics: mse: 0.549, avep: 0.954, top5: 0.946, frac_mc: 0.927, top1: 0.970, mae: 0.543, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [04:02<00:01,  8.39it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [04:02<00:04,  2.41it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:03<00:03,  3.15it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:03<00:02,  3.95it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [04:03<00:01,  4.68it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:03<00:00,  5.55it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:03<00:00,  6.25it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [04:03<00:00,  7.07it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:04<00:00,  8.25it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:04<00:00,  8.25it/s]
                                                                       

Training Results - Epoch: 107 Metrics: mse: 0.446, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.486, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:04<00:01,  8.25it/s]
                                                                      

Validation Results - Epoch: 107 Metrics: mse: 0.550, avep: 0.954, top5: 0.944, frac_mc: 0.925, top1: 0.970, mae: 0.544, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:05<00:01,  8.25it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [04:05<00:02,  3.78it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:05<00:02,  4.62it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [04:05<00:01,  5.48it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:05<00:01,  6.30it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:05<00:00,  7.12it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:05<00:00,  7.52it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:05<00:00,  7.56it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:06<00:00,  8.11it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [04:06<00:00,  8.79it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:06<00:00,  8.79it/s]
Training Results - Epoch: 108 Metrics: mse: 0.453, avep: 0.975, top5: 0.977, frac_mc: 0.948, top1: 0.988, mae: 0.491, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [04:07<00:01,  8.79it/s]
Validation Results - Epoch: 108 Metrics: mse: 0.561, avep: 0.954, top5: 0.944, frac_mc: 0.926, top1: 0.970, mae: 0.552, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [04:07<00:01,  8.79it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [04:07<00:05,  2.28it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:07<00:03,  2.95it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:07<00:02,  3.80it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [04:07<00:01,  4.53it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:08<00:01,  5.14it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:08<00:00,  5.94it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:08<00:00,  6.42it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:08<00:00,  6.98it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [04:08<00:00,  7.87it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:08<00:00,  7.87it/s]
                                                                       

Training Results - Epoch: 109 Metrics: mse: 0.444, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.483, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:09<00:01,  7.87it/s]
                                                                      

Validation Results - Epoch: 109 Metrics: mse: 0.549, avep: 0.954, top5: 0.944, frac_mc: 0.925, top1: 0.970, mae: 0.541, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:09<00:01,  7.87it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [04:09<00:05,  2.30it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:09<00:03,  3.06it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:10<00:02,  3.95it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:10<00:01,  4.88it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:10<00:00,  5.51it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:10<00:00,  6.09it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [04:10<00:00,  6.90it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:10<00:00,  7.99it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:10<00:00,  7.99it/s]
                                                                       

Training Results - Epoch: 110 Metrics: mse: 0.453, avep: 0.975, top5: 0.977, frac_mc: 0.948, top1: 0.990, mae: 0.491, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:11<00:01,  7.99it/s]
Validation Results - Epoch: 110 Metrics: mse: 0.563, avep: 0.954, top5: 0.946, frac_mc: 0.927, top1: 0.970, mae: 0.552, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [04:11<00:01,  7.99it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [04:12<00:02,  3.71it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [04:12<00:02,  4.46it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:12<00:01,  5.08it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [04:12<00:01,  5.64it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:12<00:00,  6.25it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:12<00:00,  6.79it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:13<00:00,  7.40it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [04:13<00:00,  7.84it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:13<00:00,  9.25it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:13<00:00,  9.25it/s]
                                                                       

Training Results - Epoch: 111 Metrics: mse: 0.442, avep: 0.975, top5: 0.978, frac_mc: 0.950, top1: 0.990, mae: 0.481, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:14<00:01,  9.25it/s]
                                                                      

Validation Results - Epoch: 111 Metrics: mse: 0.544, avep: 0.954, top5: 0.942, frac_mc: 0.927, top1: 0.970, mae: 0.535, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:14<00:01,  9.25it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [04:14<00:02,  3.98it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [04:14<00:01,  4.87it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [04:14<00:01,  5.91it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:14<00:00,  6.65it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:15<00:00,  7.36it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [04:15<00:00,  8.01it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [04:15<00:00,  8.50it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:15<00:00,  8.50it/s]
                                                                       

Training Results - Epoch: 112 Metrics: mse: 0.442, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.484, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:16<00:01,  8.50it/s]
                                                                      

Validation Results - Epoch: 112 Metrics: mse: 0.545, avep: 0.954, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.540, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:16<00:01,  8.50it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [04:16<00:05,  2.33it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:16<00:03,  3.02it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:17<00:02,  3.86it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:17<00:01,  4.68it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:17<00:00,  5.56it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:17<00:00,  6.39it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [04:17<00:00,  7.21it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:17<00:00,  7.21it/s]
                                                                       

Training Results - Epoch: 113 Metrics: mse: 0.442, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.484, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:18<00:01,  7.21it/s]
                                                                      

Validation Results - Epoch: 113 Metrics: mse: 0.548, avep: 0.954, top5: 0.944, frac_mc: 0.924, top1: 0.970, mae: 0.543, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:18<00:01,  7.21it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [04:18<00:05,  2.34it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:19<00:03,  3.07it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [04:19<00:02,  3.74it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:19<00:01,  4.26it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:19<00:01,  5.04it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:19<00:00,  5.41it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:19<00:00,  6.06it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:19<00:00,  6.83it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [04:20<00:00,  7.51it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:20<00:00,  8.74it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:20<00:00,  8.74it/s]
Training Results - Epoch: 114 Metrics: mse: 0.440, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.481, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [04:20<00:01,  8.74it/s]
                                                                      
Validation Results - Epoch: 114 Metrics: mse: 0.544, avep: 0.954, top5: 0.944, frac_mc: 0.926, top1: 0.970, mae: 0.537, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:21<00:01,  8.74it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [04:21<00:03,  3.66it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [04:21<00:01,  4.57it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:21<00:01,  5.44it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [04:21<00:01,  6.07it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:22<00:00,  6.88it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:22<00:00,  6.90it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:22<00:00,  6.83it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [04:22<00:00,  6.65it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [04:22<00:00,  6.61it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:22<00:00,  6.61it/s]
                                                                       

Training Results - Epoch: 115 Metrics: mse: 0.443, avep: 0.975, top5: 0.978, frac_mc: 0.948, top1: 0.988, mae: 0.485, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:23<00:01,  6.61it/s]
                                                                      

Validation Results - Epoch: 115 Metrics: mse: 0.549, avep: 0.954, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.543, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:23<00:01,  6.61it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [04:23<00:05,  2.12it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:24<00:03,  2.77it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:24<00:02,  3.52it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [04:24<00:01,  4.27it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:24<00:01,  5.15it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:24<00:00,  5.97it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:24<00:00,  6.35it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [04:24<00:00,  7.01it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:25<00:00,  8.12it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:25<00:00,  8.12it/s]
                                                                       

Training Results - Epoch: 116 Metrics: mse: 0.442, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.483, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:25<00:01,  8.12it/s]
                                                                      

Validation Results - Epoch: 116 Metrics: mse: 0.546, avep: 0.954, top5: 0.944, frac_mc: 0.926, top1: 0.970, mae: 0.543, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:26<00:01,  8.12it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [04:26<00:05,  2.24it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:26<00:03,  2.92it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:26<00:02,  3.75it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:26<00:01,  4.67it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:26<00:00,  5.55it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:27<00:00,  6.39it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [04:27<00:00,  6.62it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:27<00:00,  7.91it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:27<00:00,  7.91it/s]
                                                                       

Training Results - Epoch: 117 Metrics: mse: 0.440, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.482, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:28<00:01,  7.91it/s]
                                                                      

Validation Results - Epoch: 117 Metrics: mse: 0.544, avep: 0.954, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.540, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:28<00:01,  7.91it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [04:28<00:02,  3.86it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [04:28<00:01,  4.77it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:28<00:01,  5.61it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:29<00:00,  6.54it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:29<00:00,  7.24it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [04:29<00:00,  7.98it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:29<00:00,  9.03it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:29<00:00,  9.03it/s]
                                                                       

Training Results - Epoch: 118 Metrics: mse: 0.439, avep: 0.975, top5: 0.978, frac_mc: 0.951, top1: 0.990, mae: 0.480, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:30<00:01,  9.03it/s]
                                                                      

Validation Results - Epoch: 118 Metrics: mse: 0.545, avep: 0.954, top5: 0.944, frac_mc: 0.926, top1: 0.970, mae: 0.536, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:30<00:01,  9.03it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [04:30<00:02,  4.03it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:30<00:02,  4.86it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:31<00:01,  5.85it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [04:31<00:01,  6.62it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:31<00:00,  6.58it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:31<00:00,  7.27it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:31<00:00,  7.33it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [04:31<00:00,  7.78it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:31<00:00,  9.09it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:31<00:00,  9.09it/s]
                                                                       

Training Results - Epoch: 119 Metrics: mse: 0.443, avep: 0.975, top5: 0.978, frac_mc: 0.948, top1: 0.990, mae: 0.486, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:32<00:01,  9.09it/s]
Validation Results - Epoch: 119 Metrics: mse: 0.547, avep: 0.954, top5: 0.946, frac_mc: 0.927, top1: 0.970, mae: 0.544, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [04:32<00:01,  9.09it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [04:33<00:02,  4.01it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:33<00:02,  4.88it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:33<00:01,  5.84it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:33<00:00,  6.57it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:33<00:00,  7.42it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [04:33<00:00,  7.88it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:34<00:00,  9.36it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:34<00:00,  9.36it/s]
Training Results - Epoch: 120 Metrics: mse: 0.436, avep: 0.975, top5: 0.977, frac_mc: 0.950, top1: 0.990, mae: 0.479, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [04:34<00:01,  9.36it/s]
                                                                      
Validation Results - Epoch: 120 Metrics: mse: 0.540, avep: 0.954, top5: 0.942, frac_mc: 0.925, top1: 0.970, mae: 0.534, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:35<00:01,  9.36it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [04:35<00:02,  4.00it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:35<00:02,  4.80it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [04:35<00:01,  5.67it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [04:35<00:01,  6.71it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:35<00:00,  7.30it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:36<00:00,  8.16it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [04:36<00:00,  8.80it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:36<00:00,  8.80it/s]
                                                                       

Training Results - Epoch: 121 Metrics: mse: 0.437, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.480, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:37<00:01,  8.80it/s]
                                                                      

Validation Results - Epoch: 121 Metrics: mse: 0.543, avep: 0.954, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.538, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:37<00:01,  8.80it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [04:37<00:02,  3.85it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [04:37<00:01,  4.78it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [04:37<00:01,  5.57it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:37<00:00,  6.34it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:38<00:00,  7.28it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [04:38<00:00,  7.74it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [04:38<00:00,  7.53it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:38<00:00,  7.53it/s]
                                                                       

Training Results - Epoch: 122 Metrics: mse: 0.436, avep: 0.975, top5: 0.977, frac_mc: 0.950, top1: 0.990, mae: 0.479, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:39<00:01,  7.53it/s]
                                                                      

Validation Results - Epoch: 122 Metrics: mse: 0.543, avep: 0.955, top5: 0.944, frac_mc: 0.926, top1: 0.970, mae: 0.539, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:39<00:01,  7.53it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [04:39<00:05,  2.27it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:39<00:03,  2.99it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [04:39<00:02,  3.73it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [04:40<00:01,  4.70it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:40<00:00,  5.58it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:40<00:00,  6.42it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [04:40<00:00,  7.08it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:40<00:00,  8.31it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:40<00:00,  8.31it/s]
                                                                       

Training Results - Epoch: 123 Metrics: mse: 0.436, avep: 0.975, top5: 0.978, frac_mc: 0.950, top1: 0.990, mae: 0.479, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:41<00:01,  8.31it/s]
                                                                      

Validation Results - Epoch: 123 Metrics: mse: 0.543, avep: 0.954, top5: 0.944, frac_mc: 0.925, top1: 0.970, mae: 0.537, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:41<00:01,  8.31it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [04:42<00:03,  3.62it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [04:42<00:02,  4.40it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [04:42<00:01,  5.29it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:42<00:00,  6.17it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:42<00:00,  6.95it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [04:43<00:00,  7.53it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:43<00:00,  7.53it/s]
                                                                       

Training Results - Epoch: 124 Metrics: mse: 0.436, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.479, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:43<00:01,  7.53it/s]
                                                                      

Validation Results - Epoch: 124 Metrics: mse: 0.544, avep: 0.954, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.539, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:44<00:01,  7.53it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [04:44<00:05,  2.34it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:44<00:03,  3.07it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:44<00:02,  3.89it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:44<00:01,  4.80it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:44<00:00,  5.65it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:44<00:00,  6.65it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [04:45<00:00,  7.39it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:45<00:00,  7.39it/s]
                                                                       

Training Results - Epoch: 125 Metrics: mse: 0.436, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.479, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:46<00:01,  7.39it/s]
                                                                      

Validation Results - Epoch: 125 Metrics: mse: 0.543, avep: 0.954, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.538, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:46<00:01,  7.39it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [04:46<00:03,  3.65it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [04:46<00:02,  4.46it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:46<00:01,  5.06it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [04:46<00:01,  5.89it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:47<00:00,  6.76it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:47<00:00,  7.88it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [04:47<00:00,  8.68it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:47<00:00,  8.68it/s]
                                                                       

Training Results - Epoch: 126 Metrics: mse: 0.436, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.479, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:48<00:01,  8.68it/s]
                                                                      

Validation Results - Epoch: 126 Metrics: mse: 0.542, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.538, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [04:48<00:01,  8.68it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [04:48<00:02,  3.89it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [04:48<00:01,  4.87it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [04:48<00:01,  5.79it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:49<00:00,  6.97it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:49<00:00,  7.56it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [04:49<00:00,  8.42it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [04:49<00:00,  8.42it/s]
                                                                       

Training Results - Epoch: 127 Metrics: mse: 0.436, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.993, mae: 0.479, loss: 0.003

ITERATION - loss: 0.01:   0%|          | 0/13 [04:50<00:01,  8.42it/s]
                                                                      

Validation Results - Epoch: 127 Metrics: mse: 0.543, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.539, loss: 0.004

ITERATION - loss: 0.01:   0%|          | 0/13 [04:50<00:01,  8.42it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [04:50<00:02,  3.79it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:50<00:02,  4.46it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:50<00:01,  5.32it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:51<00:00,  6.18it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:51<00:00,  6.81it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:51<00:00,  6.84it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [04:51<00:00,  7.95it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:51<00:00,  8.92it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:51<00:00,  8.92it/s]
                                                                       

Training Results - Epoch: 128 Metrics: mse: 0.436, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.993, mae: 0.479, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:52<00:01,  8.92it/s]
                                                                      
Validation Results - Epoch: 128 Metrics: mse: 0.544, avep: 0.954, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.539, loss: 0.004


ITERATION - loss: 0.00:   0%|          | 0/13 [04:52<00:01,  8.92it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [04:52<00:02,  3.92it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [04:53<00:01,  4.97it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [04:53<00:01,  6.01it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:53<00:00,  7.02it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:53<00:00,  7.46it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [04:53<00:00,  8.17it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:53<00:00,  8.17it/s]
                                                                       

Training Results - Epoch: 129 Metrics: mse: 0.436, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.479, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:54<00:01,  8.17it/s]
Validation Results - Epoch: 129 Metrics: mse: 0.544, avep: 0.954, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.539, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [04:54<00:01,  8.17it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [04:55<00:02,  3.73it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:55<00:02,  4.41it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [04:55<00:01,  5.29it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [04:55<00:01,  6.10it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [04:55<00:00,  6.78it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:55<00:00,  7.52it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [04:56<00:00,  8.23it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [04:56<00:00,  7.93it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:56<00:00,  7.93it/s]
                                                                       

Training Results - Epoch: 130 Metrics: mse: 0.436, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.479, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:57<00:01,  7.93it/s]
Validation Results - Epoch: 130 Metrics: mse: 0.543, avep: 0.954, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.539, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [04:57<00:01,  7.93it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [04:57<00:05,  2.32it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:57<00:03,  3.04it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [04:57<00:02,  3.70it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:57<00:01,  4.38it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [04:57<00:01,  5.18it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [04:58<00:00,  6.15it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [04:58<00:00,  6.78it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [04:58<00:00,  7.49it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [04:58<00:00,  7.97it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [04:58<00:00,  7.97it/s]
                                                                       

Training Results - Epoch: 131 Metrics: mse: 0.435, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.478, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [04:59<00:01,  7.97it/s]
Validation Results - Epoch: 131 Metrics: mse: 0.542, avep: 0.954, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.538, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [04:59<00:01,  7.97it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [04:59<00:05,  2.33it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [04:59<00:03,  3.05it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [04:59<00:02,  3.88it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [05:00<00:01,  4.49it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:00<00:01,  5.07it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [05:00<00:00,  5.84it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [05:00<00:00,  6.75it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:00<00:00,  7.23it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [05:00<00:00,  7.65it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:00<00:00,  7.65it/s]
Training Results - Epoch: 132 Metrics: mse: 0.434, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.478, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [05:01<00:01,  7.65it/s]
Validation Results - Epoch: 132 Metrics: mse: 0.541, avep: 0.954, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.537, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [05:01<00:01,  7.65it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [05:01<00:05,  2.26it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [05:02<00:03,  2.95it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [05:02<00:02,  3.74it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [05:02<00:01,  4.55it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:02<00:01,  5.13it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [05:02<00:00,  5.96it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [05:02<00:00,  6.78it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:02<00:00,  7.48it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:03<00:00,  8.51it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:03<00:00,  8.51it/s]
Training Results - Epoch: 133 Metrics: mse: 0.435, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.479, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [05:04<00:01,  8.51it/s]
Validation Results - Epoch: 133 Metrics: mse: 0.542, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.538, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [05:04<00:01,  8.51it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [05:04<00:03,  3.65it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [05:04<00:01,  4.58it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [05:04<00:01,  5.58it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [05:04<00:00,  6.41it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [05:05<00:00,  7.46it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [05:05<00:00,  8.61it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:05<00:00,  8.61it/s]
                                                                       

Training Results - Epoch: 134 Metrics: mse: 0.434, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.477, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:06<00:01,  8.61it/s]
Validation Results - Epoch: 134 Metrics: mse: 0.540, avep: 0.954, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.535, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [05:06<00:01,  8.61it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [05:06<00:02,  3.86it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [05:06<00:01,  4.68it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [05:06<00:01,  5.53it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:06<00:00,  6.66it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [05:07<00:00,  7.33it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:07<00:00,  7.95it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [05:07<00:00,  8.27it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:07<00:00,  8.27it/s]
                                                                       

Training Results - Epoch: 135 Metrics: mse: 0.435, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.479, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:08<00:01,  8.27it/s]
                                                                      

Validation Results - Epoch: 135 Metrics: mse: 0.543, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.539, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:08<00:01,  8.27it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [05:08<00:04,  2.43it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [05:08<00:03,  3.12it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [05:08<00:02,  3.98it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:09<00:01,  4.87it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [05:09<00:00,  5.69it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [05:09<00:00,  6.44it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [05:09<00:00,  7.04it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:09<00:00,  7.04it/s]
                                                                       

Training Results - Epoch: 136 Metrics: mse: 0.434, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.478, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:10<00:01,  7.04it/s]
                                                                      

Validation Results - Epoch: 136 Metrics: mse: 0.541, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.537, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:10<00:01,  7.04it/s]
ITERATION - loss: 0.01:   8%|▊         | 1/13 [05:10<00:05,  2.28it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [05:11<00:03,  2.97it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [05:11<00:02,  3.71it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [05:11<00:01,  4.40it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:11<00:01,  5.28it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [05:11<00:00,  5.41it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [05:11<00:00,  6.20it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:11<00:00,  7.18it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:12<00:00,  8.68it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:12<00:00,  8.68it/s]
                                                                       

Training Results - Epoch: 137 Metrics: mse: 0.434, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.478, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:12<00:01,  8.68it/s]
                                                                      

Validation Results - Epoch: 137 Metrics: mse: 0.541, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.537, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:13<00:01,  8.68it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [05:13<00:02,  3.89it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [05:13<00:02,  4.73it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [05:13<00:01,  5.69it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [05:13<00:01,  6.39it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:13<00:00,  7.14it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [05:13<00:00,  7.97it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:14<00:00,  9.02it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:14<00:00, 10.16it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:14<00:00, 10.16it/s]
                                                                       

Training Results - Epoch: 138 Metrics: mse: 0.433, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.477, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:15<00:01, 10.16it/s]
Validation Results - Epoch: 138 Metrics: mse: 0.540, avep: 0.954, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.536, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [05:15<00:01, 10.16it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [05:15<00:02,  4.06it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [05:15<00:02,  4.90it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [05:15<00:01,  5.70it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [05:15<00:01,  6.53it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:15<00:00,  7.27it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [05:16<00:00,  8.29it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:16<00:00,  8.59it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:16<00:00,  9.57it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:16<00:00,  9.57it/s]
                                                                       

Training Results - Epoch: 139 Metrics: mse: 0.435, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.479, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:17<00:01,  9.57it/s]
                                                                      

Validation Results - Epoch: 139 Metrics: mse: 0.544, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.539, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:17<00:01,  9.57it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [05:17<00:02,  3.92it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [05:17<00:01,  4.80it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [05:18<00:01,  5.82it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [05:18<00:00,  6.54it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [05:18<00:00,  7.13it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:18<00:00,  8.01it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [05:18<00:00,  8.37it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:18<00:00,  8.37it/s]
                                                                       

Training Results - Epoch: 140 Metrics: mse: 0.433, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.477, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:19<00:01,  8.37it/s]
                                                                      

Validation Results - Epoch: 140 Metrics: mse: 0.541, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.536, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:19<00:01,  8.37it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [05:19<00:05,  2.39it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [05:19<00:03,  3.13it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [05:20<00:01,  4.06it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:20<00:01,  5.00it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [05:20<00:00,  5.83it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:20<00:00,  6.55it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:20<00:00,  7.81it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:20<00:00,  7.81it/s]
                                                                       

Training Results - Epoch: 141 Metrics: mse: 0.433, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.477, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:21<00:01,  7.81it/s]
                                                                      

Validation Results - Epoch: 141 Metrics: mse: 0.540, avep: 0.954, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.535, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:21<00:01,  7.81it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [05:22<00:03,  3.54it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [05:22<00:02,  4.41it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [05:22<00:01,  5.28it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [05:22<00:00,  6.04it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [05:22<00:00,  6.82it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:23<00:00,  7.74it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:23<00:00,  8.69it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:23<00:00,  8.69it/s]
                                                                       

Training Results - Epoch: 142 Metrics: mse: 0.434, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.993, mae: 0.478, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:24<00:01,  8.69it/s]
Validation Results - Epoch: 142 Metrics: mse: 0.542, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.538, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [05:24<00:01,  8.69it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [05:24<00:02,  3.90it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [05:24<00:01,  4.73it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [05:24<00:01,  5.32it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [05:24<00:01,  6.17it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [05:25<00:00,  7.01it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [05:25<00:00,  7.79it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [05:25<00:00,  8.49it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:25<00:00,  8.49it/s]
                                                                       

Training Results - Epoch: 143 Metrics: mse: 0.434, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.993, mae: 0.478, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:26<00:01,  8.49it/s]
                                                                      

Validation Results - Epoch: 143 Metrics: mse: 0.542, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.538, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:26<00:01,  8.49it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [05:26<00:05,  2.38it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [05:26<00:03,  3.11it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [05:26<00:02,  3.95it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:27<00:01,  4.91it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [05:27<00:00,  5.55it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [05:27<00:00,  6.30it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [05:27<00:00,  7.05it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:27<00:00,  7.71it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:27<00:00,  8.76it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:27<00:00,  8.76it/s]
                                                                       

Training Results - Epoch: 144 Metrics: mse: 0.434, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.993, mae: 0.478, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:28<00:01,  8.76it/s]
                                                                      

Validation Results - Epoch: 144 Metrics: mse: 0.542, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.538, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:28<00:01,  8.76it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [05:28<00:02,  3.88it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [05:29<00:01,  4.81it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [05:29<00:01,  5.62it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [05:29<00:01,  6.07it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:29<00:00,  6.39it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [05:29<00:00,  6.53it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [05:29<00:00,  6.63it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [05:29<00:00,  6.97it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [05:30<00:00,  7.40it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:30<00:00,  7.40it/s]
                                                                       

Training Results - Epoch: 145 Metrics: mse: 0.434, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.993, mae: 0.478, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:30<00:01,  7.40it/s]
                                                                      

Validation Results - Epoch: 145 Metrics: mse: 0.541, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.538, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:31<00:01,  7.40it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [05:31<00:05,  2.17it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [05:31<00:03,  2.83it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [05:31<00:02,  3.49it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [05:31<00:02,  4.30it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [05:31<00:01,  4.29it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:32<00:01,  5.25it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [05:32<00:00,  6.11it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [05:32<00:00,  6.49it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [05:32<00:00,  7.19it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:32<00:00,  7.19it/s]
                                                                       

Training Results - Epoch: 146 Metrics: mse: 0.433, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.993, mae: 0.478, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:33<00:01,  7.19it/s]
                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [05:33<00:01,  7.19it/s]
Validation Results - Epoch: 146 Metrics: mse: 0.541, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.537, loss: 0.004

ITERATION - loss: 0.00:   8%|▊         | 1/13 [05:33<00:05,  2.27it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [05:33<00:03,  2.97it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [05:34<00:02,  3.85it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:34<00:01,  4.68it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [05:34<00:00,  5.56it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [05:34<00:00,  6.33it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:34<00:00,  6.65it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [05:34<00:00,  6.82it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:34<00:00,  6.82it/s]
                                                                       

Training Results - Epoch: 147 Metrics: mse: 0.434, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.993, mae: 0.478, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:35<00:01,  6.82it/s]
                                                                      

Validation Results - Epoch: 147 Metrics: mse: 0.541, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.537, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:35<00:01,  6.82it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [05:35<00:05,  2.31it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [05:36<00:03,  3.00it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [05:36<00:02,  3.76it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:36<00:01,  4.65it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [05:36<00:00,  5.48it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [05:36<00:00,  6.15it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:37<00:00,  6.90it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:37<00:00,  8.28it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:37<00:00,  8.28it/s]
                                                                       

Training Results - Epoch: 148 Metrics: mse: 0.433, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.477, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:37<00:01,  8.28it/s]
                                                                      

Validation Results - Epoch: 148 Metrics: mse: 0.540, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.537, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:38<00:01,  8.28it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [05:38<00:02,  3.82it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [05:38<00:01,  4.68it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [05:38<00:01,  5.64it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [05:38<00:00,  6.44it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [05:39<00:00,  7.46it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [05:39<00:00,  8.12it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:39<00:00,  8.12it/s]
Training Results - Epoch: 149 Metrics: mse: 0.433, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.477, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [05:40<00:01,  8.12it/s]
                                                                      

Validation Results - Epoch: 149 Metrics: mse: 0.540, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.537, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:40<00:01,  8.12it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [05:40<00:03,  3.66it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [05:40<00:02,  4.43it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [05:40<00:01,  5.21it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:41<00:00,  6.16it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [05:41<00:00,  6.93it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [05:41<00:00,  7.57it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:41<00:00,  8.11it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:41<00:00,  9.19it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:41<00:00,  9.19it/s]
                                                                       

Training Results - Epoch: 150 Metrics: mse: 0.433, avep: 0.975, top5: 0.977, frac_mc: 0.949, top1: 0.990, mae: 0.477, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:42<00:01,  9.19it/s]
                                                                      

Validation Results - Epoch: 150 Metrics: mse: 0.540, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.537, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:42<00:01,  9.19it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [05:42<00:02,  3.80it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [05:43<00:01,  4.69it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [05:43<00:01,  5.42it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [05:43<00:00,  6.40it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [05:43<00:00,  7.04it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:43<00:00,  7.20it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [05:43<00:00,  7.41it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:43<00:00,  7.41it/s]
                                                                       

Training Results - Epoch: 151 Metrics: mse: 0.433, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.478, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:44<00:01,  7.41it/s]
                                                                      

Validation Results - Epoch: 151 Metrics: mse: 0.541, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.537, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:44<00:01,  7.41it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [05:45<00:05,  2.37it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [05:45<00:03,  3.10it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [05:45<00:02,  3.89it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [05:45<00:01,  4.72it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:45<00:01,  5.57it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [05:45<00:00,  6.43it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:46<00:00,  7.29it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:46<00:00,  8.61it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:46<00:00,  8.61it/s]
                                                                       
Training Results - Epoch: 152 Metrics: mse: 0.433, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.478, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:46<00:01,  8.61it/s]
                                                                      

Validation Results - Epoch: 152 Metrics: mse: 0.541, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.538, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:47<00:01,  8.61it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [05:47<00:02,  3.91it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [05:47<00:01,  4.80it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [05:47<00:01,  5.61it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:47<00:00,  6.38it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [05:48<00:00,  7.39it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:48<00:00,  8.20it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:48<00:00,  9.07it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:48<00:00,  9.07it/s]
                                                                       

Training Results - Epoch: 153 Metrics: mse: 0.433, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.478, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:49<00:01,  9.07it/s]
                                                                      
Validation Results - Epoch: 153 Metrics: mse: 0.541, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.538, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:49<00:01,  9.07it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [05:49<00:02,  3.88it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [05:49<00:02,  4.72it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [05:49<00:01,  5.62it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:50<00:00,  6.62it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [05:50<00:00,  7.42it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:50<00:00,  8.10it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:50<00:00,  9.44it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:50<00:00,  9.44it/s]
                                                                       

Training Results - Epoch: 154 Metrics: mse: 0.433, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.478, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:51<00:01,  9.44it/s]
                                                                      

Validation Results - Epoch: 154 Metrics: mse: 0.541, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.537, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:51<00:01,  9.44it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [05:51<00:02,  4.04it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [05:51<00:02,  4.80it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [05:52<00:01,  4.96it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [05:52<00:01,  5.66it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:52<00:00,  6.42it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [05:52<00:00,  6.55it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [05:52<00:00,  7.52it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [05:52<00:00,  8.39it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:52<00:00,  8.39it/s]
Training Results - Epoch: 155 Metrics: mse: 0.433, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.478, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [05:53<00:01,  8.39it/s]
                                                                      

Validation Results - Epoch: 155 Metrics: mse: 0.541, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.537, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:53<00:01,  8.39it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [05:54<00:05,  2.35it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [05:54<00:03,  3.08it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [05:54<00:02,  3.86it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [05:54<00:01,  4.64it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [05:54<00:00,  5.23it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [05:54<00:00,  5.93it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [05:55<00:00,  6.49it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [05:55<00:00,  6.85it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:55<00:00,  7.91it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [05:55<00:00,  7.91it/s]
                                                                       

Training Results - Epoch: 156 Metrics: mse: 0.433, avep: 0.975, top5: 0.978, frac_mc: 0.949, top1: 0.990, mae: 0.477, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [05:56<00:01,  7.91it/s]
                                                                      

Validation Results - Epoch: 156 Metrics: mse: 0.541, avep: 0.955, top5: 0.944, frac_mc: 0.927, top1: 0.970, mae: 0.537, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [05:56<00:01,  7.91it/s]
                                                                      
mse: 0.541
