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Training Results - Epoch: 0 Metrics: mse: 143.716, avep: 0.957, top5: 0.994, frac_mc: 0.885, top1: 1.000, mae: 11.919, loss: 249.212

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

Validation Results - Epoch: 0 Metrics: mse: 139.434, avep: 0.955, top5: 0.990, frac_mc: 0.890, top1: 1.000, mae: 11.739, loss: 226.924

ITERATION - loss: 0.00:   0%|          | 0/13 [00:01<?, ?it/s]
ITERATION - loss: 249.40:   8%|▊         | 1/13 [00:01<00:21,  1.81s/it]
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ITERATION - loss: 243.18:  23%|██▎       | 3/13 [00:02<00:09,  1.02it/s]
ITERATION - loss: 222.44:  31%|███       | 4/13 [00:02<00:06,  1.35it/s]
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ITERATION - loss: 80.80:  46%|████▌     | 6/13 [00:02<00:03,  2.21it/s]
ITERATION - loss: 124.95:  54%|█████▍    | 7/13 [00:02<00:02,  2.68it/s]
ITERATION - loss: 77.39:  62%|██████▏   | 8/13 [00:03<00:01,  3.17it/s] 
ITERATION - loss: 54.63:  69%|██████▉   | 9/13 [00:03<00:01,  3.69it/s]
ITERATION - loss: 92.47:  77%|███████▋  | 10/13 [00:03<00:00,  4.12it/s]
ITERATION - loss: 60.79:  85%|████████▍ | 11/13 [00:03<00:00,  4.60it/s]
ITERATION - loss: 71.84:  92%|█████████▏| 12/13 [00:03<00:00,  4.86it/s]
ITERATION - loss: 25.72: 100%|██████████| 13/13 [00:03<00:00,  4.86it/s]
                                                                        

Training Results - Epoch: 1 Metrics: mse: 50.355, avep: 0.956, top5: 0.995, frac_mc: 0.884, top1: 1.000, mae: 6.985, loss: 58.864
ITERATION - loss: 25.72:   0%|          | 0/13 [00:05<00:02,  4.86it/s]

                                                                       

Validation Results - Epoch: 1 Metrics: mse: 47.861, avep: 0.953, top5: 0.990, frac_mc: 0.888, top1: 1.000, mae: 6.805, loss: 56.533

ITERATION - loss: 25.72:   0%|          | 0/13 [00:05<00:02,  4.86it/s]
ITERATION - loss: 59.59:   8%|▊         | 1/13 [00:05<00:08,  1.41it/s]
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ITERATION - loss: 71.60:  23%|██▎       | 3/13 [00:05<00:04,  2.29it/s]
ITERATION - loss: 59.01:  31%|███       | 4/13 [00:06<00:03,  2.81it/s]
ITERATION - loss: 76.39:  38%|███▊      | 5/13 [00:06<00:02,  3.35it/s]
ITERATION - loss: 69.15:  46%|████▌     | 6/13 [00:06<00:01,  3.73it/s]
ITERATION - loss: 53.18:  54%|█████▍    | 7/13 [00:06<00:01,  4.22it/s]
ITERATION - loss: 58.99:  62%|██████▏   | 8/13 [00:06<00:01,  4.49it/s]
ITERATION - loss: 76.24:  69%|██████▉   | 9/13 [00:07<00:00,  4.85it/s]
ITERATION - loss: 53.62:  77%|███████▋  | 10/13 [00:07<00:00,  5.03it/s]
ITERATION - loss: 60.23:  85%|████████▍ | 11/13 [00:07<00:00,  5.10it/s]
ITERATION - loss: 45.73:  92%|█████████▏| 12/13 [00:07<00:00,  5.34it/s]
ITERATION - loss: 33.18: 100%|██████████| 13/13 [00:07<00:00,  5.34it/s]
                                                                        

Training Results - Epoch: 2 Metrics: mse: 65.716, avep: 0.955, top5: 0.995, frac_mc: 0.884, top1: 1.000, mae: 8.009, loss: 57.213

ITERATION - loss: 33.18:   0%|          | 0/13 [00:08<00:02,  5.34it/s]
                                                                       

Validation Results - Epoch: 2 Metrics: mse: 62.850, avep: 0.953, top5: 0.990, frac_mc: 0.888, top1: 1.000, mae: 7.828, loss: 54.155

ITERATION - loss: 33.18:   0%|          | 0/13 [00:09<00:02,  5.34it/s]
ITERATION - loss: 71.20:   8%|▊         | 1/13 [00:09<00:08,  1.46it/s]
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ITERATION - loss: 55.48:  23%|██▎       | 3/13 [00:09<00:04,  2.37it/s]
ITERATION - loss: 59.72:  31%|███       | 4/13 [00:09<00:03,  2.85it/s]
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ITERATION - loss: 53.06:  46%|████▌     | 6/13 [00:10<00:01,  3.86it/s]
ITERATION - loss: 59.59:  54%|█████▍    | 7/13 [00:10<00:01,  4.27it/s]
ITERATION - loss: 54.69:  62%|██████▏   | 8/13 [00:10<00:01,  4.66it/s]
ITERATION - loss: 67.75:  69%|██████▉   | 9/13 [00:10<00:00,  4.96it/s]
ITERATION - loss: 75.82:  77%|███████▋  | 10/13 [00:10<00:00,  5.21it/s]
ITERATION - loss: 45.25:  85%|████████▍ | 11/13 [00:11<00:00,  5.21it/s]
ITERATION - loss: 60.20:  92%|█████████▏| 12/13 [00:11<00:00,  5.48it/s]
ITERATION - loss: 41.88: 100%|██████████| 13/13 [00:11<00:00,  5.48it/s]
                                                                        
Training Results - Epoch: 3 Metrics: mse: 21.787, avep: 0.982, top5: 1.000, frac_mc: 0.926, top1: 1.000, mae: 4.499, loss: 63.288


ITERATION - loss: 41.88:   0%|          | 0/13 [00:12<00:02,  5.48it/s]
                                                                       

Validation Results - Epoch: 3 Metrics: mse: 20.194, avep: 0.982, top5: 1.000, frac_mc: 0.930, top1: 1.000, mae: 4.319, loss: 61.406

ITERATION - loss: 41.88:   0%|          | 0/13 [00:13<00:02,  5.48it/s]
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ITERATION - loss: 55.52:  23%|██▎       | 3/13 [00:13<00:04,  2.33it/s]
ITERATION - loss: 67.91:  31%|███       | 4/13 [00:13<00:03,  2.87it/s]
ITERATION - loss: 53.82:  38%|███▊      | 5/13 [00:13<00:02,  3.29it/s]
ITERATION - loss: 53.58:  46%|████▌     | 6/13 [00:14<00:01,  3.74it/s]
ITERATION - loss: 57.98:  54%|█████▍    | 7/13 [00:14<00:01,  4.23it/s]
ITERATION - loss: 60.78:  62%|██████▏   | 8/13 [00:14<00:01,  4.57it/s]
ITERATION - loss: 63.45:  69%|██████▉   | 9/13 [00:14<00:00,  4.86it/s]
ITERATION - loss: 55.89:  77%|███████▋  | 10/13 [00:14<00:00,  5.11it/s]
ITERATION - loss: 55.55:  85%|████████▍ | 11/13 [00:14<00:00,  5.31it/s]
ITERATION - loss: 77.66:  92%|█████████▏| 12/13 [00:15<00:00,  5.46it/s]
ITERATION - loss: 29.54: 100%|██████████| 13/13 [00:15<00:00,  5.46it/s]
                                                                        

Training Results - Epoch: 4 Metrics: mse: 12.043, avep: 0.982, top5: 1.000, frac_mc: 0.926, top1: 1.000, mae: 3.240, loss: 89.750

ITERATION - loss: 29.54:   0%|          | 0/13 [00:16<00:02,  5.46it/s]
                                                                       

Validation Results - Epoch: 4 Metrics: mse: 13.252, avep: 0.983, top5: 1.000, frac_mc: 0.930, top1: 1.000, mae: 3.416, loss: 86.698

ITERATION - loss: 29.54:   0%|          | 0/13 [00:16<00:02,  5.46it/s]
ITERATION - loss: 83.01:   8%|▊         | 1/13 [00:17<00:08,  1.44it/s]
ITERATION - loss: 124.81:  15%|█▌        | 2/13 [00:17<00:05,  1.86it/s]
ITERATION - loss: 90.70:  23%|██▎       | 3/13 [00:17<00:04,  2.32it/s] 
ITERATION - loss: 110.00:  31%|███       | 4/13 [00:17<00:03,  2.80it/s]
ITERATION - loss: 83.80:  38%|███▊      | 5/13 [00:17<00:02,  3.33it/s] 
ITERATION - loss: 47.94:  46%|████▌     | 6/13 [00:17<00:01,  3.78it/s]
ITERATION - loss: 59.96:  54%|█████▍    | 7/13 [00:18<00:01,  4.24it/s]
ITERATION - loss: 90.20:  62%|██████▏   | 8/13 [00:18<00:01,  4.62it/s]
ITERATION - loss: 77.80:  69%|██████▉   | 9/13 [00:18<00:00,  4.99it/s]
ITERATION - loss: 70.74:  77%|███████▋  | 10/13 [00:18<00:00,  5.23it/s]
ITERATION - loss: 55.27:  85%|████████▍ | 11/13 [00:18<00:00,  5.46it/s]
ITERATION - loss: 51.76:  92%|█████████▏| 12/13 [00:18<00:00,  5.55it/s]
ITERATION - loss: 34.73: 100%|██████████| 13/13 [00:18<00:00,  5.55it/s]
Training Results - Epoch: 5 Metrics: mse: 20.947, avep: 0.957, top5: 0.995, frac_mc: 0.885, top1: 1.000, mae: 4.405, loss: 64.175

                                                                        

ITERATION - loss: 34.73:   0%|          | 0/13 [00:20<00:02,  5.55it/s]
Validation Results - Epoch: 5 Metrics: mse: 19.389, avep: 0.955, top5: 0.992, frac_mc: 0.889, top1: 1.000, mae: 4.225, loss: 62.081

                                                                       

ITERATION - loss: 34.73:   0%|          | 0/13 [00:20<00:02,  5.55it/s]
ITERATION - loss: 80.25:   8%|▊         | 1/13 [00:20<00:08,  1.48it/s]
ITERATION - loss: 58.15:  15%|█▌        | 2/13 [00:20<00:05,  1.91it/s]
ITERATION - loss: 53.96:  23%|██▎       | 3/13 [00:21<00:04,  2.38it/s]
ITERATION - loss: 49.44:  31%|███       | 4/13 [00:21<00:03,  2.90it/s]
ITERATION - loss: 54.39:  38%|███▊      | 5/13 [00:21<00:02,  3.40it/s]
ITERATION - loss: 67.14:  46%|████▌     | 6/13 [00:21<00:01,  3.89it/s]
ITERATION - loss: 69.42:  54%|█████▍    | 7/13 [00:21<00:01,  4.35it/s]
ITERATION - loss: 54.63:  62%|██████▏   | 8/13 [00:21<00:01,  4.77it/s]
ITERATION - loss: 63.86:  69%|██████▉   | 9/13 [00:22<00:00,  5.00it/s]
ITERATION - loss: 64.84:  77%|███████▋  | 10/13 [00:22<00:00,  5.20it/s]
ITERATION - loss: 61.37:  85%|████████▍ | 11/13 [00:22<00:00,  5.39it/s]
ITERATION - loss: 55.41:  92%|█████████▏| 12/13 [00:22<00:00,  5.41it/s]
ITERATION - loss: 26.37: 100%|██████████| 13/13 [00:22<00:00,  5.41it/s]
Training Results - Epoch: 6 Metrics: mse: 64.424, avep: 0.981, top5: 1.000, frac_mc: 0.926, top1: 1.000, mae: 7.928, loss: 56.340

                                                                        

ITERATION - loss: 26.37:   0%|          | 0/13 [00:23<00:02,  5.41it/s]
Validation Results - Epoch: 6 Metrics: mse: 61.589, avep: 0.982, top5: 1.000, frac_mc: 0.930, top1: 1.000, mae: 7.747, loss: 53.511

                                                                       

ITERATION - loss: 26.37:   0%|          | 0/13 [00:24<00:02,  5.41it/s]
ITERATION - loss: 63.58:   8%|▊         | 1/13 [00:24<00:07,  1.51it/s]
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ITERATION - loss: 59.97:  23%|██▎       | 3/13 [00:24<00:04,  2.49it/s]
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ITERATION - loss: 51.61:  62%|██████▏   | 8/13 [00:25<00:01,  4.91it/s]
ITERATION - loss: 65.42:  69%|██████▉   | 9/13 [00:25<00:00,  5.25it/s]
ITERATION - loss: 68.44:  77%|███████▋  | 10/13 [00:25<00:00,  5.44it/s]
ITERATION - loss: 52.38:  85%|████████▍ | 11/13 [00:26<00:00,  5.55it/s]
ITERATION - loss: 52.63:  92%|█████████▏| 12/13 [00:26<00:00,  5.89it/s]
ITERATION - loss: 20.21: 100%|██████████| 13/13 [00:26<00:00,  5.89it/s]
                                                                        

Training Results - Epoch: 7 Metrics: mse: 64.324, avep: 0.982, top5: 1.000, frac_mc: 0.927, top1: 1.000, mae: 7.921, loss: 51.742

ITERATION - loss: 20.21:   0%|          | 0/13 [00:27<00:02,  5.89it/s]
                                                                       

Validation Results - Epoch: 7 Metrics: mse: 61.489, avep: 0.983, top5: 1.000, frac_mc: 0.930, top1: 1.000, mae: 7.741, loss: 48.911

ITERATION - loss: 20.21:   0%|          | 0/13 [00:27<00:02,  5.89it/s]
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ITERATION - loss: 50.07:  23%|██▎       | 3/13 [00:28<00:04,  2.34it/s]
ITERATION - loss: 50.43:  31%|███       | 4/13 [00:28<00:03,  2.85it/s]
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ITERATION - loss: 46.65:  46%|████▌     | 6/13 [00:28<00:01,  3.89it/s]
ITERATION - loss: 32.72:  54%|█████▍    | 7/13 [00:29<00:01,  4.30it/s]
ITERATION - loss: 43.28:  62%|██████▏   | 8/13 [00:29<00:01,  4.70it/s]
ITERATION - loss: 41.18:  69%|██████▉   | 9/13 [00:29<00:00,  5.00it/s]
ITERATION - loss: 53.69:  77%|███████▋  | 10/13 [00:29<00:00,  5.18it/s]
ITERATION - loss: 38.09:  85%|████████▍ | 11/13 [00:29<00:00,  5.29it/s]
ITERATION - loss: 106.68:  92%|█████████▏| 12/13 [00:29<00:00,  5.45it/s]
ITERATION - loss: 67.94: 100%|██████████| 13/13 [00:30<00:00,  5.45it/s] 
Training Results - Epoch: 8 Metrics: mse: 487.337, avep: 0.982, top5: 1.000, frac_mc: 0.927, top1: 1.000, mae: 22.028, loss: 117.062

                                                                        

ITERATION - loss: 67.94:   0%|          | 0/13 [00:31<00:02,  5.45it/s]
                                                                       

Validation Results - Epoch: 8 Metrics: mse: 495.341, avep: 0.983, top5: 1.000, frac_mc: 0.930, top1: 1.000, mae: 22.208, loss: 112.395

ITERATION - loss: 67.94:   0%|          | 0/13 [00:31<00:02,  5.45it/s]
ITERATION - loss: 159.59:   8%|▊         | 1/13 [00:31<00:08,  1.45it/s]
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ITERATION - loss: 85.88:  46%|████▌     | 6/13 [00:32<00:01,  3.78it/s]
ITERATION - loss: 66.09:  54%|█████▍    | 7/13 [00:32<00:01,  4.24it/s]
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ITERATION - loss: 54.65:  69%|██████▉   | 9/13 [00:33<00:00,  4.99it/s]
ITERATION - loss: 40.33:  77%|███████▋  | 10/13 [00:33<00:00,  5.17it/s]
ITERATION - loss: 61.13:  85%|████████▍ | 11/13 [00:33<00:00,  5.39it/s]
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ITERATION - loss: 15.86: 100%|██████████| 13/13 [00:33<00:00,  5.59it/s]
                                                                        

Training Results - Epoch: 9 Metrics: mse: 1.600, avep: 0.982, top5: 1.000, frac_mc: 0.928, top1: 1.000, mae: 1.031, loss: 49.664

ITERATION - loss: 15.86:   0%|          | 0/13 [00:35<00:02,  5.59it/s]
Validation Results - Epoch: 9 Metrics: mse: 1.728, avep: 0.983, top5: 1.000, frac_mc: 0.930, top1: 1.000, mae: 1.060, loss: 47.147

                                                                       

ITERATION - loss: 15.86:   0%|          | 0/13 [00:35<00:02,  5.59it/s]
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ITERATION - loss: 12.51: 100%|██████████| 13/13 [00:37<00:00,  5.28it/s]
                                                                        

Training Results - Epoch: 10 Metrics: mse: 4.539, avep: 0.982, top5: 0.998, frac_mc: 0.939, top1: 0.998, mae: 1.800, loss: 36.171

ITERATION - loss: 12.51:   0%|          | 0/13 [00:38<00:02,  5.28it/s]
                                                                       

Validation Results - Epoch: 10 Metrics: mse: 3.940, avep: 0.982, top5: 0.994, frac_mc: 0.941, top1: 0.990, mae: 1.663, loss: 34.235

ITERATION - loss: 12.51:   0%|          | 0/13 [00:39<00:02,  5.28it/s]
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ITERATION - loss: 9.05: 100%|██████████| 13/13 [00:41<00:00,  5.31it/s] 
                                                                       

Training Results - Epoch: 11 Metrics: mse: 1.585, avep: 0.985, top5: 0.999, frac_mc: 0.939, top1: 1.000, mae: 1.019, loss: 30.316

ITERATION - loss: 9.05:   0%|          | 0/13 [00:42<00:02,  5.31it/s]
                                                                      

Validation Results - Epoch: 11 Metrics: mse: 1.696, avep: 0.985, top5: 0.998, frac_mc: 0.939, top1: 1.000, mae: 1.045, loss: 29.066

ITERATION - loss: 9.05:   0%|          | 0/13 [00:43<00:02,  5.31it/s]
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ITERATION - loss: 32.59:  85%|████████▍ | 11/13 [00:45<00:00,  5.34it/s]
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ITERATION - loss: 13.61: 100%|██████████| 13/13 [00:45<00:00,  5.47it/s]
                                                                        

ITERATION - loss: 13.61:   0%|          | 0/13 [00:46<00:02,  5.47it/s]
Training Results - Epoch: 12 Metrics: mse: 1.661, avep: 0.985, top5: 0.999, frac_mc: 0.940, top1: 1.000, mae: 1.040, loss: 30.407

                                                                       

ITERATION - loss: 13.61:   0%|          | 0/13 [00:46<00:02,  5.47it/s]
Validation Results - Epoch: 12 Metrics: mse: 1.563, avep: 0.985, top5: 0.996, frac_mc: 0.942, top1: 1.000, mae: 1.017, loss: 28.920

ITERATION - loss: 25.12:   8%|▊         | 1/13 [00:47<00:08,  1.46it/s]
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ITERATION - loss: 29.99:  46%|████▌     | 6/13 [00:47<00:01,  3.97it/s]
ITERATION - loss: 36.43:  54%|█████▍    | 7/13 [00:48<00:01,  4.36it/s]
ITERATION - loss: 31.72:  62%|██████▏   | 8/13 [00:48<00:01,  4.65it/s]
ITERATION - loss: 36.27:  69%|██████▉   | 9/13 [00:48<00:00,  4.85it/s]
ITERATION - loss: 28.85:  77%|███████▋  | 10/13 [00:48<00:00,  5.10it/s]
ITERATION - loss: 36.51:  85%|████████▍ | 11/13 [00:48<00:00,  5.24it/s]
ITERATION - loss: 31.24:  92%|█████████▏| 12/13 [00:48<00:00,  5.48it/s]
ITERATION - loss: 12.01: 100%|██████████| 13/13 [00:49<00:00,  5.48it/s]
                                                                        

ITERATION - loss: 12.01:   0%|          | 0/13 [00:50<00:02,  5.48it/s]
Training Results - Epoch: 13 Metrics: mse: 4.218, avep: 0.985, top5: 1.000, frac_mc: 0.940, top1: 1.000, mae: 1.770, loss: 30.481

Validation Results - Epoch: 13 Metrics: mse: 4.838, avep: 0.985, top5: 0.998, frac_mc: 0.940, top1: 1.000, mae: 1.910, loss: 28.790

                                                                       

ITERATION - loss: 12.01:   0%|          | 0/13 [00:50<00:02,  5.48it/s]
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ITERATION - loss: 32.33:  23%|██▎       | 3/13 [00:51<00:04,  2.39it/s]
ITERATION - loss: 29.39:  31%|███       | 4/13 [00:51<00:03,  2.94it/s]
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ITERATION - loss: 34.44:  46%|████▌     | 6/13 [00:51<00:01,  3.87it/s]
ITERATION - loss: 34.12:  54%|█████▍    | 7/13 [00:51<00:01,  4.31it/s]
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ITERATION - loss: 25.04:  69%|██████▉   | 9/13 [00:52<00:00,  4.86it/s]
ITERATION - loss: 40.90:  77%|███████▋  | 10/13 [00:52<00:00,  5.09it/s]
ITERATION - loss: 39.87:  85%|████████▍ | 11/13 [00:52<00:00,  5.34it/s]
ITERATION - loss: 35.59:  92%|█████████▏| 12/13 [00:52<00:00,  5.48it/s]
ITERATION - loss: 7.57: 100%|██████████| 13/13 [00:52<00:00,  5.48it/s] 
                                                                       
Training Results - Epoch: 14 Metrics: mse: 1.545, avep: 0.985, top5: 0.999, frac_mc: 0.940, top1: 1.000, mae: 0.988, loss: 29.225


ITERATION - loss: 7.57:   0%|          | 0/13 [00:54<00:02,  5.48it/s]
Validation Results - Epoch: 14 Metrics: mse: 1.564, avep: 0.985, top5: 0.998, frac_mc: 0.942, top1: 1.000, mae: 0.988, loss: 27.503

                                                                      

ITERATION - loss: 7.57:   0%|          | 0/13 [00:54<00:02,  5.48it/s]
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ITERATION - loss: 41.81:  23%|██▎       | 3/13 [00:54<00:04,  2.39it/s]
ITERATION - loss: 26.45:  31%|███       | 4/13 [00:55<00:03,  2.91it/s]
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ITERATION - loss: 17.28:  46%|████▌     | 6/13 [00:55<00:01,  3.95it/s]
ITERATION - loss: 43.09:  54%|█████▍    | 7/13 [00:55<00:01,  4.25it/s]
ITERATION - loss: 36.84:  62%|██████▏   | 8/13 [00:55<00:01,  4.57it/s]
ITERATION - loss: 18.20:  69%|██████▉   | 9/13 [00:55<00:00,  4.89it/s]
ITERATION - loss: 24.78:  77%|███████▋  | 10/13 [00:56<00:00,  5.13it/s]
ITERATION - loss: 38.47:  85%|████████▍ | 11/13 [00:56<00:00,  5.25it/s]
ITERATION - loss: 31.07:  92%|█████████▏| 12/13 [00:56<00:00,  5.27it/s]
ITERATION - loss: 5.81: 100%|██████████| 13/13 [00:56<00:00,  5.27it/s] 
                                                                       

Training Results - Epoch: 15 Metrics: mse: 4.434, avep: 0.984, top5: 0.998, frac_mc: 0.938, top1: 0.998, mae: 1.821, loss: 31.739

ITERATION - loss: 5.81:   0%|          | 0/13 [00:57<00:02,  5.27it/s]
                                                                      

Validation Results - Epoch: 15 Metrics: mse: 5.072, avep: 0.984, top5: 0.996, frac_mc: 0.942, top1: 0.990, mae: 1.963, loss: 30.097

ITERATION - loss: 5.81:   0%|          | 0/13 [00:58<00:02,  5.27it/s]
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ITERATION - loss: 19.27:  23%|██▎       | 3/13 [00:58<00:04,  2.32it/s]
ITERATION - loss: 26.56:  31%|███       | 4/13 [00:58<00:03,  2.83it/s]
ITERATION - loss: 47.00:  38%|███▊      | 5/13 [00:59<00:02,  3.32it/s]
ITERATION - loss: 32.38:  46%|████▌     | 6/13 [00:59<00:01,  3.74it/s]
ITERATION - loss: 29.05:  54%|█████▍    | 7/13 [00:59<00:01,  4.16it/s]
ITERATION - loss: 24.85:  62%|██████▏   | 8/13 [00:59<00:01,  4.57it/s]
ITERATION - loss: 44.25:  69%|██████▉   | 9/13 [00:59<00:00,  4.78it/s]
ITERATION - loss: 38.57:  77%|███████▋  | 10/13 [00:59<00:00,  5.03it/s]
ITERATION - loss: 29.70:  85%|████████▍ | 11/13 [01:00<00:00,  5.24it/s]
ITERATION - loss: 36.69:  92%|█████████▏| 12/13 [01:00<00:00,  5.38it/s]
ITERATION - loss: 16.15: 100%|██████████| 13/13 [01:00<00:00,  5.38it/s]
                                                                        

Training Results - Epoch: 16 Metrics: mse: 6.963, avep: 0.984, top5: 0.999, frac_mc: 0.941, top1: 0.998, mae: 2.344, loss: 34.978

ITERATION - loss: 16.15:   0%|          | 0/13 [01:01<00:02,  5.38it/s]
                                                                       

Validation Results - Epoch: 16 Metrics: mse: 6.146, avep: 0.984, top5: 0.994, frac_mc: 0.941, top1: 0.990, mae: 2.177, loss: 31.656

ITERATION - loss: 16.15:   0%|          | 0/13 [01:01<00:02,  5.38it/s]
ITERATION - loss: 41.52:   8%|▊         | 1/13 [01:02<00:08,  1.48it/s]
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ITERATION - loss: 26.44:  23%|██▎       | 3/13 [01:02<00:04,  2.37it/s]
ITERATION - loss: 25.06:  31%|███       | 4/13 [01:02<00:03,  2.91it/s]
ITERATION - loss: 31.44:  38%|███▊      | 5/13 [01:02<00:02,  3.39it/s]
ITERATION - loss: 34.00:  46%|████▌     | 6/13 [01:02<00:01,  3.84it/s]
ITERATION - loss: 48.32:  54%|█████▍    | 7/13 [01:03<00:01,  4.20it/s]
ITERATION - loss: 30.08:  62%|██████▏   | 8/13 [01:03<00:01,  4.64it/s]
ITERATION - loss: 26.83:  69%|██████▉   | 9/13 [01:03<00:00,  4.81it/s]
ITERATION - loss: 40.84:  77%|███████▋  | 10/13 [01:03<00:00,  5.05it/s]
ITERATION - loss: 28.10:  85%|████████▍ | 11/13 [01:03<00:00,  5.27it/s]
ITERATION - loss: 19.20:  92%|█████████▏| 12/13 [01:04<00:00,  5.40it/s]
ITERATION - loss: 12.76: 100%|██████████| 13/13 [01:04<00:00,  5.40it/s]
                                                                        
Training Results - Epoch: 17 Metrics: mse: 2.400, avep: 0.983, top5: 0.998, frac_mc: 0.938, top1: 0.998, mae: 1.258, loss: 32.517

ITERATION - loss: 12.76:   0%|          | 0/13 [01:05<00:02,  5.40it/s]
                                                                       

Validation Results - Epoch: 17 Metrics: mse: 2.756, avep: 0.983, top5: 0.994, frac_mc: 0.941, top1: 0.990, mae: 1.351, loss: 30.992

ITERATION - loss: 12.76:   0%|          | 0/13 [01:05<00:02,  5.40it/s]
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ITERATION - loss: 23.03:  23%|██▎       | 3/13 [01:06<00:04,  2.29it/s]
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ITERATION - loss: 32.55:  46%|████▌     | 6/13 [01:06<00:01,  3.69it/s]
ITERATION - loss: 28.60:  54%|█████▍    | 7/13 [01:07<00:01,  4.13it/s]
ITERATION - loss: 23.81:  62%|██████▏   | 8/13 [01:07<00:01,  4.52it/s]
ITERATION - loss: 30.11:  69%|██████▉   | 9/13 [01:07<00:00,  4.83it/s]
ITERATION - loss: 24.82:  77%|███████▋  | 10/13 [01:07<00:00,  5.05it/s]
ITERATION - loss: 45.62:  85%|████████▍ | 11/13 [01:07<00:00,  5.23it/s]
ITERATION - loss: 38.39:  92%|█████████▏| 12/13 [01:07<00:00,  5.46it/s]
ITERATION - loss: 13.52: 100%|██████████| 13/13 [01:08<00:00,  5.46it/s]
                                                                        

Training Results - Epoch: 18 Metrics: mse: 2.159, avep: 0.983, top5: 0.998, frac_mc: 0.938, top1: 0.998, mae: 1.155, loss: 34.059

ITERATION - loss: 13.52:   0%|          | 0/13 [01:09<00:02,  5.46it/s]
Validation Results - Epoch: 18 Metrics: mse: 1.904, avep: 0.983, top5: 0.994, frac_mc: 0.940, top1: 0.990, mae: 1.100, loss: 31.427

                                                                       

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ITERATION - loss: 28.62:  77%|███████▋  | 10/13 [01:11<00:00,  5.03it/s]
ITERATION - loss: 34.63:  85%|████████▍ | 11/13 [01:11<00:00,  5.24it/s]
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ITERATION - loss: 26.07: 100%|██████████| 13/13 [01:11<00:00,  5.25it/s]
                                                                        
Training Results - Epoch: 19 Metrics: mse: 1.557, avep: 0.985, top5: 0.999, frac_mc: 0.940, top1: 1.000, mae: 0.990, loss: 30.500


ITERATION - loss: 26.07:   0%|          | 0/13 [01:13<00:02,  5.25it/s]
Validation Results - Epoch: 19 Metrics: mse: 1.563, avep: 0.984, top5: 0.996, frac_mc: 0.940, top1: 0.990, mae: 0.988, loss: 28.252

                                                                       

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ITERATION - loss: 10.85: 100%|██████████| 13/13 [01:15<00:00,  5.54it/s]
                                                                        

Training Results - Epoch: 20 Metrics: mse: 15.031, avep: 0.984, top5: 1.000, frac_mc: 0.934, top1: 1.000, mae: 3.678, loss: 33.322

ITERATION - loss: 10.85:   0%|          | 0/13 [01:16<00:02,  5.54it/s]
                                                                       

Validation Results - Epoch: 20 Metrics: mse: 16.387, avep: 0.984, top5: 1.000, frac_mc: 0.935, top1: 1.000, mae: 3.856, loss: 31.068

ITERATION - loss: 10.85:   0%|          | 0/13 [01:17<00:02,  5.54it/s]
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ITERATION - loss: 31.20:  31%|███       | 4/13 [01:17<00:03,  2.88it/s]
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ITERATION - loss: 32.09:  77%|███████▋  | 10/13 [01:18<00:00,  5.22it/s]
ITERATION - loss: 42.36:  85%|████████▍ | 11/13 [01:19<00:00,  5.42it/s]
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ITERATION - loss: 17.85: 100%|██████████| 13/13 [01:19<00:00,  5.47it/s]
Training Results - Epoch: 21 Metrics: mse: 3.079, avep: 0.985, top5: 0.999, frac_mc: 0.939, top1: 1.000, mae: 1.460, loss: 29.008

                                                                        

ITERATION - loss: 17.85:   0%|          | 0/13 [01:20<00:02,  5.47it/s]
                                                                       
Validation Results - Epoch: 21 Metrics: mse: 3.554, avep: 0.985, top5: 0.998, frac_mc: 0.942, top1: 1.000, mae: 1.577, loss: 27.075

ITERATION - loss: 17.85:   0%|          | 0/13 [01:21<00:02,  5.47it/s]
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ITERATION - loss: 15.59: 100%|██████████| 13/13 [01:23<00:00,  5.36it/s]
                                                                        

Training Results - Epoch: 22 Metrics: mse: 2.378, avep: 0.985, top5: 0.999, frac_mc: 0.940, top1: 1.000, mae: 1.253, loss: 28.688

ITERATION - loss: 15.59:   0%|          | 0/13 [01:24<00:02,  5.36it/s]
                                                                       

Validation Results - Epoch: 22 Metrics: mse: 2.734, avep: 0.985, top5: 0.998, frac_mc: 0.942, top1: 1.000, mae: 1.347, loss: 26.780

ITERATION - loss: 15.59:   0%|          | 0/13 [01:24<00:02,  5.36it/s]
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ITERATION - loss: 33.39:  15%|█▌        | 2/13 [01:25<00:05,  1.87it/s]
ITERATION - loss: 23.84:  23%|██▎       | 3/13 [01:25<00:04,  2.35it/s]
ITERATION - loss: 30.11:  31%|███       | 4/13 [01:25<00:03,  2.85it/s]
ITERATION - loss: 39.88:  38%|███▊      | 5/13 [01:25<00:02,  3.38it/s]
ITERATION - loss: 32.96:  46%|████▌     | 6/13 [01:25<00:01,  3.86it/s]
ITERATION - loss: 30.86:  54%|█████▍    | 7/13 [01:26<00:01,  4.30it/s]
ITERATION - loss: 24.58:  62%|██████▏   | 8/13 [01:26<00:01,  4.58it/s]
ITERATION - loss: 19.65:  69%|██████▉   | 9/13 [01:26<00:00,  4.97it/s]
ITERATION - loss: 29.30:  77%|███████▋  | 10/13 [01:26<00:00,  5.18it/s]
ITERATION - loss: 43.68:  85%|████████▍ | 11/13 [01:26<00:00,  5.40it/s]
ITERATION - loss: 21.29:  92%|█████████▏| 12/13 [01:26<00:00,  5.53it/s]
ITERATION - loss: 12.67: 100%|██████████| 13/13 [01:26<00:00,  5.53it/s]
Training Results - Epoch: 23 Metrics: mse: 2.883, avep: 0.985, top5: 0.999, frac_mc: 0.940, top1: 1.000, mae: 1.398, loss: 28.345

                                                                        

ITERATION - loss: 12.67:   0%|          | 0/13 [01:28<00:02,  5.53it/s]
Validation Results - Epoch: 23 Metrics: mse: 3.326, avep: 0.985, top5: 0.996, frac_mc: 0.942, top1: 1.000, mae: 1.509, loss: 26.714

                                                                       

ITERATION - loss: 12.67:   0%|          | 0/13 [01:28<00:02,  5.53it/s]
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ITERATION - loss: 22.73:  23%|██▎       | 3/13 [01:29<00:04,  2.34it/s]
ITERATION - loss: 36.64:  31%|███       | 4/13 [01:29<00:03,  2.84it/s]
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ITERATION - loss: 22.27:  46%|████▌     | 6/13 [01:29<00:01,  3.82it/s]
ITERATION - loss: 21.21:  54%|█████▍    | 7/13 [01:29<00:01,  4.23it/s]
ITERATION - loss: 39.49:  62%|██████▏   | 8/13 [01:30<00:01,  4.60it/s]
ITERATION - loss: 34.30:  69%|██████▉   | 9/13 [01:30<00:00,  4.81it/s]
ITERATION - loss: 31.05:  77%|███████▋  | 10/13 [01:30<00:00,  5.21it/s]
ITERATION - loss: 33.96:  85%|████████▍ | 11/13 [01:30<00:00,  5.37it/s]
ITERATION - loss: 28.11:  92%|█████████▏| 12/13 [01:30<00:00,  5.51it/s]
ITERATION - loss: 13.17: 100%|██████████| 13/13 [01:30<00:00,  5.51it/s]
                                                                        

Training Results - Epoch: 24 Metrics: mse: 3.982, avep: 0.985, top5: 0.999, frac_mc: 0.941, top1: 1.000, mae: 1.711, loss: 28.549

ITERATION - loss: 13.17:   0%|          | 0/13 [01:32<00:02,  5.51it/s]
                                                                       

Validation Results - Epoch: 24 Metrics: mse: 4.572, avep: 0.985, top5: 0.998, frac_mc: 0.942, top1: 1.000, mae: 1.846, loss: 26.533

ITERATION - loss: 13.17:   0%|          | 0/13 [01:32<00:02,  5.51it/s]
ITERATION - loss: 21.29:   8%|▊         | 1/13 [01:32<00:08,  1.45it/s]
ITERATION - loss: 28.37:  15%|█▌        | 2/13 [01:32<00:05,  1.88it/s]
ITERATION - loss: 24.71:  23%|██▎       | 3/13 [01:32<00:04,  2.34it/s]
ITERATION - loss: 43.68:  31%|███       | 4/13 [01:33<00:03,  2.87it/s]
ITERATION - loss: 36.11:  38%|███▊      | 5/13 [01:33<00:02,  3.37it/s]
ITERATION - loss: 30.01:  46%|████▌     | 6/13 [01:33<00:01,  3.83it/s]
ITERATION - loss: 27.26:  54%|█████▍    | 7/13 [01:33<00:01,  4.33it/s]
ITERATION - loss: 28.78:  62%|██████▏   | 8/13 [01:33<00:01,  4.77it/s]
ITERATION - loss: 33.83:  69%|██████▉   | 9/13 [01:33<00:00,  5.04it/s]
ITERATION - loss: 27.86:  77%|███████▋  | 10/13 [01:34<00:00,  5.12it/s]
ITERATION - loss: 21.72:  85%|████████▍ | 11/13 [01:34<00:00,  5.29it/s]
ITERATION - loss: 25.91:  92%|█████████▏| 12/13 [01:34<00:00,  5.37it/s]
ITERATION - loss: 15.34: 100%|██████████| 13/13 [01:34<00:00,  5.37it/s]
Training Results - Epoch: 25 Metrics: mse: 3.043, avep: 0.985, top5: 0.999, frac_mc: 0.941, top1: 1.000, mae: 1.446, loss: 28.588

                                                                        

ITERATION - loss: 15.34:   0%|          | 0/13 [01:35<00:02,  5.37it/s]
                                                                       

Validation Results - Epoch: 25 Metrics: mse: 3.511, avep: 0.985, top5: 0.996, frac_mc: 0.944, top1: 1.000, mae: 1.562, loss: 26.688

ITERATION - loss: 15.34:   0%|          | 0/13 [01:36<00:02,  5.37it/s]
ITERATION - loss: 24.39:   8%|▊         | 1/13 [01:36<00:08,  1.45it/s]
ITERATION - loss: 28.23:  15%|█▌        | 2/13 [01:36<00:05,  1.84it/s]
ITERATION - loss: 30.44:  23%|██▎       | 3/13 [01:36<00:04,  2.29it/s]
ITERATION - loss: 39.75:  31%|███       | 4/13 [01:36<00:03,  2.79it/s]
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ITERATION - loss: 25.51:  46%|████▌     | 6/13 [01:37<00:01,  3.78it/s]
ITERATION - loss: 29.84:  54%|█████▍    | 7/13 [01:37<00:01,  4.23it/s]
ITERATION - loss: 31.27:  62%|██████▏   | 8/13 [01:37<00:01,  4.64it/s]
ITERATION - loss: 26.82:  69%|██████▉   | 9/13 [01:37<00:00,  4.94it/s]
ITERATION - loss: 19.11:  77%|███████▋  | 10/13 [01:37<00:00,  5.10it/s]
ITERATION - loss: 36.64:  85%|████████▍ | 11/13 [01:38<00:00,  5.27it/s]
ITERATION - loss: 21.04:  92%|█████████▏| 12/13 [01:38<00:00,  5.40it/s]
ITERATION - loss: 16.34: 100%|██████████| 13/13 [01:38<00:00,  5.40it/s]
                                                                        

Training Results - Epoch: 26 Metrics: mse: 3.040, avep: 0.985, top5: 0.999, frac_mc: 0.941, top1: 1.000, mae: 1.445, loss: 28.424

ITERATION - loss: 16.34:   0%|          | 0/13 [01:39<00:02,  5.40it/s]
                                                                       

Validation Results - Epoch: 26 Metrics: mse: 3.507, avep: 0.986, top5: 0.998, frac_mc: 0.943, top1: 1.000, mae: 1.561, loss: 26.447

ITERATION - loss: 16.34:   0%|          | 0/13 [01:40<00:02,  5.40it/s]
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ITERATION - loss: 35.72:  15%|█▌        | 2/13 [01:40<00:06,  1.82it/s]
ITERATION - loss: 23.81:  23%|██▎       | 3/13 [01:40<00:04,  2.29it/s]
ITERATION - loss: 32.05:  31%|███       | 4/13 [01:40<00:03,  2.81it/s]
ITERATION - loss: 24.16:  38%|███▊      | 5/13 [01:40<00:02,  3.28it/s]
ITERATION - loss: 39.48:  46%|████▌     | 6/13 [01:41<00:01,  3.77it/s]
ITERATION - loss: 35.67:  54%|█████▍    | 7/13 [01:41<00:01,  4.21it/s]
ITERATION - loss: 19.91:  62%|██████▏   | 8/13 [01:41<00:01,  4.55it/s]
ITERATION - loss: 39.58:  69%|██████▉   | 9/13 [01:41<00:00,  4.91it/s]
ITERATION - loss: 25.68:  77%|███████▋  | 10/13 [01:41<00:00,  5.16it/s]
ITERATION - loss: 25.67:  85%|████████▍ | 11/13 [01:41<00:00,  5.34it/s]
ITERATION - loss: 30.65:  92%|█████████▏| 12/13 [01:42<00:00,  5.48it/s]
ITERATION - loss: 7.20: 100%|██████████| 13/13 [01:42<00:00,  5.48it/s] 
                                                                       

Training Results - Epoch: 27 Metrics: mse: 4.773, avep: 0.985, top5: 0.999, frac_mc: 0.940, top1: 1.000, mae: 1.899, loss: 28.269

ITERATION - loss: 7.20:   0%|          | 0/13 [01:43<00:02,  5.48it/s]
                                                                      

Validation Results - Epoch: 27 Metrics: mse: 5.448, avep: 0.985, top5: 0.998, frac_mc: 0.943, top1: 1.000, mae: 2.046, loss: 26.245

ITERATION - loss: 7.20:   0%|          | 0/13 [01:43<00:02,  5.48it/s]
ITERATION - loss: 26.86:   8%|▊         | 1/13 [01:44<00:08,  1.45it/s]
ITERATION - loss: 34.92:  15%|█▌        | 2/13 [01:44<00:05,  1.87it/s]
ITERATION - loss: 19.25:  23%|██▎       | 3/13 [01:44<00:04,  2.35it/s]
ITERATION - loss: 30.22:  31%|███       | 4/13 [01:44<00:03,  2.84it/s]
ITERATION - loss: 32.02:  38%|███▊      | 5/13 [01:44<00:02,  3.33it/s]
ITERATION - loss: 38.18:  46%|████▌     | 6/13 [01:44<00:01,  3.78it/s]
ITERATION - loss: 32.34:  54%|█████▍    | 7/13 [01:45<00:01,  4.27it/s]
ITERATION - loss: 30.35:  62%|██████▏   | 8/13 [01:45<00:01,  4.53it/s]
ITERATION - loss: 25.64:  69%|██████▉   | 9/13 [01:45<00:00,  4.87it/s]
ITERATION - loss: 29.51:  77%|███████▋  | 10/13 [01:45<00:00,  5.01it/s]
ITERATION - loss: 38.19:  85%|████████▍ | 11/13 [01:45<00:00,  5.24it/s]
ITERATION - loss: 16.52:  92%|█████████▏| 12/13 [01:45<00:00,  5.48it/s]
ITERATION - loss: 7.53: 100%|██████████| 13/13 [01:46<00:00,  5.48it/s] 
                                                                       

Training Results - Epoch: 28 Metrics: mse: 7.201, avep: 0.985, top5: 0.999, frac_mc: 0.941, top1: 1.000, mae: 2.419, loss: 28.248

ITERATION - loss: 7.53:   0%|          | 0/13 [01:47<00:02,  5.48it/s]
                                                                      

Validation Results - Epoch: 28 Metrics: mse: 8.086, avep: 0.985, top5: 0.998, frac_mc: 0.944, top1: 1.000, mae: 2.584, loss: 26.183

ITERATION - loss: 7.53:   0%|          | 0/13 [01:47<00:02,  5.48it/s]
ITERATION - loss: 37.12:   8%|▊         | 1/13 [01:47<00:08,  1.45it/s]
ITERATION - loss: 25.77:  15%|█▌        | 2/13 [01:47<00:05,  1.88it/s]
ITERATION - loss: 22.85:  23%|██▎       | 3/13 [01:48<00:04,  2.33it/s]
ITERATION - loss: 25.15:  31%|███       | 4/13 [01:48<00:03,  2.81it/s]
ITERATION - loss: 29.24:  38%|███▊      | 5/13 [01:48<00:02,  3.34it/s]
ITERATION - loss: 33.32:  46%|████▌     | 6/13 [01:48<00:01,  3.84it/s]
ITERATION - loss: 24.69:  54%|█████▍    | 7/13 [01:48<00:01,  4.23it/s]
ITERATION - loss: 28.98:  62%|██████▏   | 8/13 [01:49<00:01,  4.66it/s]
ITERATION - loss: 25.58:  69%|██████▉   | 9/13 [01:49<00:00,  4.83it/s]
ITERATION - loss: 43.49:  77%|███████▋  | 10/13 [01:49<00:00,  5.13it/s]
ITERATION - loss: 23.74:  85%|████████▍ | 11/13 [01:49<00:00,  5.23it/s]
ITERATION - loss: 26.50:  92%|█████████▏| 12/13 [01:49<00:00,  5.48it/s]
ITERATION - loss: 12.34: 100%|██████████| 13/13 [01:49<00:00,  5.48it/s]
                                                                        

Training Results - Epoch: 29 Metrics: mse: 6.666, avep: 0.985, top5: 0.999, frac_mc: 0.941, top1: 1.000, mae: 2.309, loss: 27.952

ITERATION - loss: 12.34:   0%|          | 0/13 [01:51<00:02,  5.48it/s]
                                                                       

Validation Results - Epoch: 29 Metrics: mse: 7.508, avep: 0.986, top5: 0.998, frac_mc: 0.943, top1: 1.000, mae: 2.473, loss: 26.049

ITERATION - loss: 12.34:   0%|          | 0/13 [01:51<00:02,  5.48it/s]
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ITERATION - loss: 26.43:  23%|██▎       | 3/13 [01:52<00:04,  2.31it/s]
ITERATION - loss: 26.75:  31%|███       | 4/13 [01:52<00:03,  2.82it/s]
ITERATION - loss: 55.56:  38%|███▊      | 5/13 [01:52<00:02,  3.35it/s]
ITERATION - loss: 34.57:  46%|████▌     | 6/13 [01:52<00:01,  3.82it/s]
ITERATION - loss: 21.00:  54%|█████▍    | 7/13 [01:52<00:01,  4.15it/s]
ITERATION - loss: 37.89:  62%|██████▏   | 8/13 [01:52<00:01,  4.52it/s]
ITERATION - loss: 23.74:  69%|██████▉   | 9/13 [01:53<00:00,  4.87it/s]
ITERATION - loss: 23.54:  77%|███████▋  | 10/13 [01:53<00:00,  5.04it/s]
ITERATION - loss: 21.67:  85%|████████▍ | 11/13 [01:53<00:00,  5.29it/s]
ITERATION - loss: 22.16:  92%|█████████▏| 12/13 [01:53<00:00,  5.39it/s]
ITERATION - loss: 17.67: 100%|██████████| 13/13 [01:53<00:00,  5.39it/s]
                                                                        

Training Results - Epoch: 30 Metrics: mse: 6.541, avep: 0.985, top5: 0.999, frac_mc: 0.942, top1: 1.000, mae: 2.281, loss: 28.372

ITERATION - loss: 17.67:   0%|          | 0/13 [01:54<00:02,  5.39it/s]
                                                                       

Validation Results - Epoch: 30 Metrics: mse: 7.373, avep: 0.986, top5: 0.996, frac_mc: 0.944, top1: 1.000, mae: 2.445, loss: 26.375

ITERATION - loss: 17.67:   0%|          | 0/13 [01:55<00:02,  5.39it/s]
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ITERATION - loss: 27.84:  23%|██▎       | 3/13 [01:55<00:04,  2.36it/s]
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ITERATION - loss: 22.92:  46%|████▌     | 6/13 [01:56<00:01,  3.88it/s]
ITERATION - loss: 40.19:  54%|█████▍    | 7/13 [01:56<00:01,  4.25it/s]
ITERATION - loss: 19.98:  62%|██████▏   | 8/13 [01:56<00:01,  4.63it/s]
ITERATION - loss: 25.83:  69%|██████▉   | 9/13 [01:56<00:00,  4.81it/s]
ITERATION - loss: 29.13:  77%|███████▋  | 10/13 [01:57<00:00,  4.97it/s]
ITERATION - loss: 28.53:  85%|████████▍ | 11/13 [01:57<00:00,  5.12it/s]
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ITERATION - loss: 14.37: 100%|██████████| 13/13 [01:57<00:00,  5.36it/s]
                                                                        

Training Results - Epoch: 31 Metrics: mse: 7.112, avep: 0.985, top5: 0.999, frac_mc: 0.942, top1: 1.000, mae: 2.399, loss: 28.636

ITERATION - loss: 14.37:   0%|          | 0/13 [01:58<00:02,  5.36it/s]
                                                                       

Validation Results - Epoch: 31 Metrics: mse: 7.989, avep: 0.986, top5: 0.996, frac_mc: 0.944, top1: 1.000, mae: 2.565, loss: 26.383

ITERATION - loss: 14.37:   0%|          | 0/13 [01:59<00:02,  5.36it/s]
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ITERATION - loss: 31.95:  23%|██▎       | 3/13 [01:59<00:04,  2.34it/s]
ITERATION - loss: 24.33:  31%|███       | 4/13 [01:59<00:03,  2.84it/s]
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ITERATION - loss: 22.90:  46%|████▌     | 6/13 [02:00<00:01,  3.82it/s]
ITERATION - loss: 23.28:  54%|█████▍    | 7/13 [02:00<00:01,  4.28it/s]
ITERATION - loss: 34.07:  62%|██████▏   | 8/13 [02:00<00:01,  4.64it/s]
ITERATION - loss: 28.02:  69%|██████▉   | 9/13 [02:00<00:00,  4.86it/s]
ITERATION - loss: 41.66:  77%|███████▋  | 10/13 [02:00<00:00,  5.05it/s]
ITERATION - loss: 25.25:  85%|████████▍ | 11/13 [02:00<00:00,  5.27it/s]
ITERATION - loss: 32.09:  92%|█████████▏| 12/13 [02:01<00:00,  5.38it/s]
ITERATION - loss: 14.92: 100%|██████████| 13/13 [02:01<00:00,  5.38it/s]
Training Results - Epoch: 32 Metrics: mse: 9.741, avep: 0.985, top5: 0.999, frac_mc: 0.942, top1: 1.000, mae: 2.879, loss: 27.829

                                                                        

ITERATION - loss: 14.92:   0%|          | 0/13 [02:02<00:02,  5.38it/s]
Validation Results - Epoch: 32 Metrics: mse: 10.800, avep: 0.986, top5: 0.996, frac_mc: 0.944, top1: 1.000, mae: 3.050, loss: 25.810

                                                                       

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ITERATION - loss: 29.38:  77%|███████▋  | 10/13 [02:04<00:00,  5.03it/s]
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ITERATION - loss: 9.63: 100%|██████████| 13/13 [02:05<00:00,  5.33it/s] 
                                                                       

Training Results - Epoch: 33 Metrics: mse: 11.561, avep: 0.986, top5: 0.999, frac_mc: 0.942, top1: 1.000, mae: 3.173, loss: 27.871

ITERATION - loss: 9.63:   0%|          | 0/13 [02:06<00:02,  5.33it/s]
                                                                      
Validation Results - Epoch: 33 Metrics: mse: 12.729, avep: 0.986, top5: 0.998, frac_mc: 0.945, top1: 1.000, mae: 3.346, loss: 25.491

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ITERATION - loss: 23.57:  54%|█████▍    | 7/13 [02:07<00:01,  4.28it/s]
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ITERATION - loss: 26.01:  69%|██████▉   | 9/13 [02:08<00:00,  4.78it/s]
ITERATION - loss: 31.20:  77%|███████▋  | 10/13 [02:08<00:00,  5.13it/s]
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ITERATION - loss: 13.36: 100%|██████████| 13/13 [02:08<00:00,  5.34it/s]
                                                                        

Training Results - Epoch: 34 Metrics: mse: 17.803, avep: 0.986, top5: 0.999, frac_mc: 0.944, top1: 1.000, mae: 4.034, loss: 27.612

ITERATION - loss: 13.36:   0%|          | 0/13 [02:10<00:02,  5.34it/s]
                                                                       

ITERATION - loss: 13.36:   0%|          | 0/13 [02:10<00:02,  5.34it/s]
Validation Results - Epoch: 34 Metrics: mse: 19.285, avep: 0.986, top5: 0.998, frac_mc: 0.945, top1: 1.000, mae: 4.214, loss: 25.377

ITERATION - loss: 31.69:   8%|▊         | 1/13 [02:10<00:08,  1.44it/s]
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ITERATION - loss: 28.40:  23%|██▎       | 3/13 [02:10<00:04,  2.35it/s]
ITERATION - loss: 23.34:  31%|███       | 4/13 [02:11<00:03,  2.81it/s]
ITERATION - loss: 41.12:  38%|███▊      | 5/13 [02:11<00:02,  3.29it/s]
ITERATION - loss: 28.60:  46%|████▌     | 6/13 [02:11<00:01,  3.83it/s]
ITERATION - loss: 23.78:  54%|█████▍    | 7/13 [02:11<00:01,  4.13it/s]
ITERATION - loss: 31.34:  62%|██████▏   | 8/13 [02:11<00:01,  4.53it/s]
ITERATION - loss: 38.39:  69%|██████▉   | 9/13 [02:11<00:00,  4.92it/s]
ITERATION - loss: 23.25:  77%|███████▋  | 10/13 [02:12<00:00,  5.24it/s]
ITERATION - loss: 30.54:  85%|████████▍ | 11/13 [02:12<00:00,  5.34it/s]
ITERATION - loss: 25.78:  92%|█████████▏| 12/13 [02:12<00:00,  5.47it/s]
ITERATION - loss: 10.32: 100%|██████████| 13/13 [02:12<00:00,  5.47it/s]
Training Results - Epoch: 35 Metrics: mse: 38.108, avep: 0.986, top5: 1.000, frac_mc: 0.943, top1: 1.000, mae: 6.049, loss: 29.759

                                                                        

ITERATION - loss: 10.32:   0%|          | 0/13 [02:13<00:02,  5.47it/s]
                                                                       

Validation Results - Epoch: 35 Metrics: mse: 40.318, avep: 0.987, top5: 1.000, frac_mc: 0.947, top1: 1.000, mae: 6.229, loss: 27.078

ITERATION - loss: 10.32:   0%|          | 0/13 [02:14<00:02,  5.47it/s]
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ITERATION - loss: 32.90:  23%|██▎       | 3/13 [02:14<00:04,  2.29it/s]
ITERATION - loss: 24.65:  31%|███       | 4/13 [02:14<00:03,  2.78it/s]
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ITERATION - loss: 32.30:  46%|████▌     | 6/13 [02:15<00:01,  3.81it/s]
ITERATION - loss: 41.56:  54%|█████▍    | 7/13 [02:15<00:01,  4.28it/s]
ITERATION - loss: 22.25:  62%|██████▏   | 8/13 [02:15<00:01,  4.71it/s]
ITERATION - loss: 27.95:  69%|██████▉   | 9/13 [02:15<00:00,  5.03it/s]
ITERATION - loss: 23.12:  77%|███████▋  | 10/13 [02:15<00:00,  5.25it/s]
ITERATION - loss: 33.41:  85%|████████▍ | 11/13 [02:16<00:00,  5.46it/s]
ITERATION - loss: 33.99:  92%|█████████▏| 12/13 [02:16<00:00,  5.59it/s]
ITERATION - loss: 18.94: 100%|██████████| 13/13 [02:16<00:00,  5.59it/s]
                                                                        

Training Results - Epoch: 36 Metrics: mse: 19.940, avep: 0.987, top5: 0.999, frac_mc: 0.947, top1: 1.000, mae: 4.290, loss: 27.331

ITERATION - loss: 18.94:   0%|          | 0/13 [02:17<00:02,  5.59it/s]
                                                                       

Validation Results - Epoch: 36 Metrics: mse: 21.514, avep: 0.987, top5: 0.998, frac_mc: 0.946, top1: 1.000, mae: 4.470, loss: 25.096

ITERATION - loss: 18.94:   0%|          | 0/13 [02:17<00:02,  5.59it/s]
ITERATION - loss: 27.99:   8%|▊         | 1/13 [02:18<00:08,  1.46it/s]
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ITERATION - loss: 29.88:  23%|██▎       | 3/13 [02:18<00:04,  2.35it/s]
ITERATION - loss: 32.18:  31%|███       | 4/13 [02:18<00:03,  2.86it/s]
ITERATION - loss: 26.91:  38%|███▊      | 5/13 [02:18<00:02,  3.34it/s]
ITERATION - loss: 29.99:  46%|████▌     | 6/13 [02:19<00:01,  3.84it/s]
ITERATION - loss: 30.87:  54%|█████▍    | 7/13 [02:19<00:01,  4.23it/s]
ITERATION - loss: 28.37:  62%|██████▏   | 8/13 [02:19<00:01,  4.52it/s]
ITERATION - loss: 15.30:  69%|██████▉   | 9/13 [02:19<00:00,  4.80it/s]
ITERATION - loss: 15.15:  77%|███████▋  | 10/13 [02:19<00:00,  5.14it/s]
ITERATION - loss: 42.09:  85%|████████▍ | 11/13 [02:19<00:00,  5.38it/s]
ITERATION - loss: 39.50:  92%|█████████▏| 12/13 [02:20<00:00,  5.51it/s]
ITERATION - loss: 10.72: 100%|██████████| 13/13 [02:20<00:00,  5.51it/s]
                                                                        

Training Results - Epoch: 37 Metrics: mse: 12.783, avep: 0.987, top5: 0.999, frac_mc: 0.947, top1: 1.000, mae: 3.357, loss: 28.769

ITERATION - loss: 10.72:   0%|          | 0/13 [02:21<00:02,  5.51it/s]
                                                                       

Validation Results - Epoch: 37 Metrics: mse: 14.017, avep: 0.987, top5: 0.996, frac_mc: 0.950, top1: 0.990, mae: 3.532, loss: 26.186

ITERATION - loss: 10.72:   0%|          | 0/13 [02:21<00:02,  5.51it/s]
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ITERATION - loss: 24.76:  15%|█▌        | 2/13 [02:22<00:06,  1.82it/s]
ITERATION - loss: 25.89:  23%|██▎       | 3/13 [02:22<00:04,  2.28it/s]
ITERATION - loss: 19.22:  31%|███       | 4/13 [02:22<00:03,  2.74it/s]
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ITERATION - loss: 16.33:  46%|████▌     | 6/13 [02:22<00:01,  3.73it/s]
ITERATION - loss: 33.93:  54%|█████▍    | 7/13 [02:23<00:01,  4.20it/s]
ITERATION - loss: 34.76:  62%|██████▏   | 8/13 [02:23<00:01,  4.58it/s]
ITERATION - loss: 33.59:  69%|██████▉   | 9/13 [02:23<00:00,  4.96it/s]
ITERATION - loss: 35.54:  77%|███████▋  | 10/13 [02:23<00:00,  5.12it/s]
ITERATION - loss: 31.75:  85%|████████▍ | 11/13 [02:23<00:00,  5.39it/s]
ITERATION - loss: 20.11:  92%|█████████▏| 12/13 [02:23<00:00,  5.49it/s]
ITERATION - loss: 17.34: 100%|██████████| 13/13 [02:23<00:00,  5.49it/s]
                                                                        

Training Results - Epoch: 38 Metrics: mse: 20.868, avep: 0.987, top5: 0.999, frac_mc: 0.948, top1: 1.000, mae: 4.397, loss: 27.277

ITERATION - loss: 17.34:   0%|          | 0/13 [02:25<00:02,  5.49it/s]
                                                                       

Validation Results - Epoch: 38 Metrics: mse: 22.480, avep: 0.988, top5: 0.998, frac_mc: 0.947, top1: 1.000, mae: 4.577, loss: 24.866

ITERATION - loss: 17.34:   0%|          | 0/13 [02:25<00:02,  5.49it/s]
ITERATION - loss: 45.50:   8%|▊         | 1/13 [02:25<00:08,  1.45it/s]
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ITERATION - loss: 19.93:  23%|██▎       | 3/13 [02:26<00:04,  2.32it/s]
ITERATION - loss: 28.06:  31%|███       | 4/13 [02:26<00:03,  2.85it/s]
ITERATION - loss: 19.63:  38%|███▊      | 5/13 [02:26<00:02,  3.36it/s]
ITERATION - loss: 23.86:  46%|████▌     | 6/13 [02:26<00:01,  3.82it/s]
ITERATION - loss: 25.24:  54%|█████▍    | 7/13 [02:26<00:01,  4.24it/s]
ITERATION - loss: 37.82:  62%|██████▏   | 8/13 [02:27<00:01,  4.56it/s]
ITERATION - loss: 23.27:  69%|██████▉   | 9/13 [02:27<00:00,  4.89it/s]
ITERATION - loss: 22.98:  77%|███████▋  | 10/13 [02:27<00:00,  5.15it/s]
ITERATION - loss: 32.91:  85%|████████▍ | 11/13 [02:27<00:00,  5.21it/s]
ITERATION - loss: 25.32:  92%|█████████▏| 12/13 [02:27<00:00,  5.31it/s]
ITERATION - loss: 15.65: 100%|██████████| 13/13 [02:27<00:00,  5.31it/s]
Training Results - Epoch: 39 Metrics: mse: 34.085, avep: 0.987, top5: 0.999, frac_mc: 0.948, top1: 1.000, mae: 5.706, loss: 26.866

                                                                        

ITERATION - loss: 15.65:   0%|          | 0/13 [02:29<00:02,  5.31it/s]
                                                                       

Validation Results - Epoch: 39 Metrics: mse: 36.169, avep: 0.988, top5: 0.998, frac_mc: 0.947, top1: 1.000, mae: 5.886, loss: 24.691

ITERATION - loss: 15.65:   0%|          | 0/13 [02:29<00:02,  5.31it/s]
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ITERATION - loss: 43.79:  31%|███       | 4/13 [02:30<00:03,  2.81it/s]
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ITERATION - loss: 28.29:  54%|█████▍    | 7/13 [02:30<00:01,  4.12it/s]
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ITERATION - loss: 24.49:  69%|██████▉   | 9/13 [02:31<00:00,  4.92it/s]
ITERATION - loss: 30.48:  77%|███████▋  | 10/13 [02:31<00:00,  5.10it/s]
ITERATION - loss: 16.84:  85%|████████▍ | 11/13 [02:31<00:00,  5.40it/s]
ITERATION - loss: 30.72:  92%|█████████▏| 12/13 [02:31<00:00,  5.47it/s]
ITERATION - loss: 11.42: 100%|██████████| 13/13 [02:31<00:00,  5.47it/s]
                                                                        

Training Results - Epoch: 40 Metrics: mse: 35.366, avep: 0.987, top5: 0.999, frac_mc: 0.949, top1: 1.000, mae: 5.817, loss: 26.984

ITERATION - loss: 11.42:   0%|          | 0/13 [02:32<00:02,  5.47it/s]
Validation Results - Epoch: 40 Metrics: mse: 37.491, avep: 0.988, top5: 0.998, frac_mc: 0.947, top1: 1.000, mae: 5.997, loss: 24.384

                                                                       

ITERATION - loss: 11.42:   0%|          | 0/13 [02:33<00:02,  5.47it/s]
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ITERATION - loss: 50.38:  31%|███       | 4/13 [02:33<00:03,  2.83it/s]
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ITERATION - loss: 6.65: 100%|██████████| 13/13 [02:35<00:00,  5.37it/s] 
                                                                       

Training Results - Epoch: 41 Metrics: mse: 42.544, avep: 0.988, top5: 0.999, frac_mc: 0.948, top1: 1.000, mae: 6.404, loss: 26.634

ITERATION - loss: 6.65:   0%|          | 0/13 [02:36<00:02,  5.37it/s]
                                                                      

Validation Results - Epoch: 41 Metrics: mse: 44.880, avep: 0.988, top5: 0.998, frac_mc: 0.949, top1: 1.000, mae: 6.584, loss: 24.148

ITERATION - loss: 6.65:   0%|          | 0/13 [02:37<00:02,  5.37it/s]
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ITERATION - loss: 21.26:  69%|██████▉   | 9/13 [02:38<00:00,  4.87it/s]
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ITERATION - loss: 20.75: 100%|██████████| 13/13 [02:39<00:00,  5.37it/s]
                                                                        

Training Results - Epoch: 42 Metrics: mse: 63.709, avep: 0.988, top5: 0.999, frac_mc: 0.949, top1: 1.000, mae: 7.885, loss: 26.116

ITERATION - loss: 20.75:   0%|          | 0/13 [02:40<00:02,  5.37it/s]
                                                                       
Validation Results - Epoch: 42 Metrics: mse: 66.580, avep: 0.988, top5: 0.998, frac_mc: 0.951, top1: 1.000, mae: 8.066, loss: 23.760


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ITERATION - loss: 36.21:  77%|███████▋  | 10/13 [02:42<00:00,  5.17it/s]
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ITERATION - loss: 13.26: 100%|██████████| 13/13 [02:43<00:00,  5.35it/s]
                                                                        

Training Results - Epoch: 43 Metrics: mse: 94.493, avep: 0.988, top5: 0.999, frac_mc: 0.948, top1: 1.000, mae: 9.642, loss: 26.241

ITERATION - loss: 13.26:   0%|          | 0/13 [02:44<00:02,  5.35it/s]
                                                                       

Validation Results - Epoch: 43 Metrics: mse: 97.999, avep: 0.989, top5: 0.998, frac_mc: 0.951, top1: 1.000, mae: 9.822, loss: 23.616

ITERATION - loss: 13.26:   0%|          | 0/13 [02:44<00:02,  5.35it/s]
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ITERATION - loss: 9.06: 100%|██████████| 13/13 [02:46<00:00,  5.42it/s] 
                                                                       
Training Results - Epoch: 44 Metrics: mse: 117.057, avep: 0.988, top5: 0.999, frac_mc: 0.947, top1: 1.000, mae: 10.749, loss: 26.346


ITERATION - loss: 9.06:   0%|          | 0/13 [02:48<00:02,  5.42it/s]
                                                                      

Validation Results - Epoch: 44 Metrics: mse: 120.960, avep: 0.988, top5: 0.998, frac_mc: 0.949, top1: 1.000, mae: 10.929, loss: 24.031

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ITERATION - loss: 24.53:  69%|██████▉   | 9/13 [02:50<00:00,  4.94it/s]
ITERATION - loss: 27.81:  77%|███████▋  | 10/13 [02:50<00:00,  5.16it/s]
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ITERATION - loss: 13.84: 100%|██████████| 13/13 [02:50<00:00,  5.45it/s]
                                                                        

Training Results - Epoch: 45 Metrics: mse: 156.924, avep: 0.988, top5: 1.000, frac_mc: 0.946, top1: 1.000, mae: 12.466, loss: 27.442

ITERATION - loss: 13.84:   0%|          | 0/13 [02:51<00:02,  5.45it/s]
Validation Results - Epoch: 45 Metrics: mse: 161.447, avep: 0.989, top5: 1.000, frac_mc: 0.951, top1: 1.000, mae: 12.647, loss: 24.504

                                                                       

ITERATION - loss: 13.84:   0%|          | 0/13 [02:52<00:02,  5.45it/s]
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ITERATION - loss: 28.17:  77%|███████▋  | 10/13 [02:54<00:00,  4.28it/s]
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ITERATION - loss: 11.72: 100%|██████████| 13/13 [02:54<00:00,  4.69it/s]
Training Results - Epoch: 46 Metrics: mse: 108.394, avep: 0.987, top5: 0.999, frac_mc: 0.946, top1: 1.000, mae: 10.338, loss: 27.089

                                                                        

ITERATION - loss: 11.72:   0%|          | 0/13 [02:56<00:02,  4.69it/s]
                                                                       

Validation Results - Epoch: 46 Metrics: mse: 112.150, avep: 0.989, top5: 1.000, frac_mc: 0.950, top1: 1.000, mae: 10.518, loss: 24.156

ITERATION - loss: 11.72:   0%|          | 0/13 [02:56<00:02,  4.69it/s]
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ITERATION - loss: 26.68:  69%|██████▉   | 9/13 [02:58<00:00,  4.98it/s]
ITERATION - loss: 24.27:  77%|███████▋  | 10/13 [02:58<00:00,  5.12it/s]
ITERATION - loss: 30.21:  85%|████████▍ | 11/13 [02:58<00:00,  5.23it/s]
ITERATION - loss: 37.08:  92%|█████████▏| 12/13 [02:58<00:00,  5.40it/s]
ITERATION - loss: 13.73: 100%|██████████| 13/13 [02:58<00:00,  5.40it/s]
                                                                        
Training Results - Epoch: 47 Metrics: mse: 56.242, avep: 0.987, top5: 0.999, frac_mc: 0.951, top1: 1.000, mae: 7.395, loss: 27.381


ITERATION - loss: 13.73:   0%|          | 0/13 [02:59<00:02,  5.40it/s]
                                                                       

Validation Results - Epoch: 47 Metrics: mse: 58.933, avep: 0.988, top5: 0.996, frac_mc: 0.954, top1: 1.000, mae: 7.576, loss: 24.211

ITERATION - loss: 13.73:   0%|          | 0/13 [03:00<00:02,  5.40it/s]
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ITERATION - loss: 28.27:  46%|████▌     | 6/13 [03:01<00:01,  3.90it/s]
ITERATION - loss: 33.73:  54%|█████▍    | 7/13 [03:01<00:01,  4.30it/s]
ITERATION - loss: 25.87:  62%|██████▏   | 8/13 [03:01<00:01,  4.65it/s]
ITERATION - loss: 23.64:  69%|██████▉   | 9/13 [03:01<00:00,  4.94it/s]
ITERATION - loss: 18.69:  77%|███████▋  | 10/13 [03:02<00:00,  5.20it/s]
ITERATION - loss: 26.51:  85%|████████▍ | 11/13 [03:02<00:00,  5.22it/s]
ITERATION - loss: 24.32:  92%|█████████▏| 12/13 [03:02<00:00,  5.37it/s]
ITERATION - loss: 18.87: 100%|██████████| 13/13 [03:02<00:00,  5.37it/s]
                                                                        

Training Results - Epoch: 48 Metrics: mse: 114.090, avep: 0.988, top5: 0.999, frac_mc: 0.949, top1: 1.000, mae: 10.610, loss: 25.696

ITERATION - loss: 18.87:   0%|          | 0/13 [03:03<00:02,  5.37it/s]
                                                                       

Validation Results - Epoch: 48 Metrics: mse: 117.943, avep: 0.989, top5: 0.998, frac_mc: 0.952, top1: 1.000, mae: 10.790, loss: 22.895

ITERATION - loss: 18.87:   0%|          | 0/13 [03:04<00:02,  5.37it/s]
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ITERATION - loss: 31.47:  23%|██▎       | 3/13 [03:04<00:04,  2.33it/s]
ITERATION - loss: 18.93:  31%|███       | 4/13 [03:04<00:03,  2.85it/s]
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ITERATION - loss: 32.28:  54%|█████▍    | 7/13 [03:05<00:01,  4.33it/s]
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ITERATION - loss: 13.78:  69%|██████▉   | 9/13 [03:05<00:00,  4.81it/s]
ITERATION - loss: 40.40:  77%|███████▋  | 10/13 [03:05<00:00,  4.90it/s]
ITERATION - loss: 20.68:  85%|████████▍ | 11/13 [03:06<00:00,  5.25it/s]
ITERATION - loss: 32.96:  92%|█████████▏| 12/13 [03:06<00:00,  5.45it/s]
ITERATION - loss: 11.08: 100%|██████████| 13/13 [03:06<00:00,  5.45it/s]
                                                                        

Training Results - Epoch: 49 Metrics: mse: 139.155, avep: 0.988, top5: 0.999, frac_mc: 0.952, top1: 1.000, mae: 11.731, loss: 25.081

ITERATION - loss: 11.08:   0%|          | 0/13 [03:07<00:02,  5.45it/s]
                                                                       

Validation Results - Epoch: 49 Metrics: mse: 143.412, avep: 0.989, top5: 0.998, frac_mc: 0.952, top1: 1.000, mae: 11.912, loss: 22.080

ITERATION - loss: 11.08:   0%|          | 0/13 [03:07<00:02,  5.45it/s]
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ITERATION - loss: 31.84:  54%|█████▍    | 7/13 [03:09<00:01,  4.28it/s]
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ITERATION - loss: 28.87:  69%|██████▉   | 9/13 [03:09<00:00,  4.90it/s]
ITERATION - loss: 30.86:  77%|███████▋  | 10/13 [03:09<00:00,  5.12it/s]
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ITERATION - loss: 20.50:  92%|█████████▏| 12/13 [03:10<00:00,  5.36it/s]
ITERATION - loss: 8.88: 100%|██████████| 13/13 [03:10<00:00,  5.36it/s] 
                                                                       

Training Results - Epoch: 50 Metrics: mse: 156.978, avep: 0.988, top5: 0.999, frac_mc: 0.951, top1: 1.000, mae: 12.468, loss: 25.391

ITERATION - loss: 8.88:   0%|          | 0/13 [03:11<00:02,  5.36it/s]
                                                                      

Validation Results - Epoch: 50 Metrics: mse: 161.502, avep: 0.989, top5: 0.998, frac_mc: 0.955, top1: 1.000, mae: 12.648, loss: 22.227

ITERATION - loss: 8.88:   0%|          | 0/13 [03:11<00:02,  5.36it/s]
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ITERATION - loss: 28.21:  23%|██▎       | 3/13 [03:12<00:04,  2.31it/s]
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ITERATION - loss: 23.36:  46%|████▌     | 6/13 [03:12<00:01,  3.84it/s]
ITERATION - loss: 18.32:  54%|█████▍    | 7/13 [03:12<00:01,  4.17it/s]
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ITERATION - loss: 37.18:  69%|██████▉   | 9/13 [03:13<00:00,  4.85it/s]
ITERATION - loss: 18.41:  77%|███████▋  | 10/13 [03:13<00:00,  5.02it/s]
ITERATION - loss: 17.65:  85%|████████▍ | 11/13 [03:13<00:00,  5.11it/s]
ITERATION - loss: 22.48:  92%|█████████▏| 12/13 [03:13<00:00,  5.27it/s]
ITERATION - loss: 7.96: 100%|██████████| 13/13 [03:13<00:00,  5.27it/s] 
                                                                       

Training Results - Epoch: 51 Metrics: mse: 193.523, avep: 0.988, top5: 1.000, frac_mc: 0.952, top1: 1.000, mae: 13.856, loss: 24.938

ITERATION - loss: 7.96:   0%|          | 0/13 [03:15<00:02,  5.27it/s]
                                                                      
Validation Results - Epoch: 51 Metrics: mse: 198.545, avep: 0.990, top5: 0.998, frac_mc: 0.956, top1: 1.000, mae: 14.036, loss: 21.484


ITERATION - loss: 7.96:   0%|          | 0/13 [03:15<00:02,  5.27it/s]
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ITERATION - loss: 37.00:  54%|█████▍    | 7/13 [03:16<00:01,  4.19it/s]
ITERATION - loss: 25.05:  62%|██████▏   | 8/13 [03:16<00:01,  4.53it/s]
ITERATION - loss: 29.39:  69%|██████▉   | 9/13 [03:17<00:00,  4.86it/s]
ITERATION - loss: 30.04:  77%|███████▋  | 10/13 [03:17<00:00,  5.01it/s]
ITERATION - loss: 31.28:  85%|████████▍ | 11/13 [03:17<00:00,  5.19it/s]
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ITERATION - loss: 7.59: 100%|██████████| 13/13 [03:17<00:00,  5.37it/s] 
Training Results - Epoch: 52 Metrics: mse: 283.614, avep: 0.989, top5: 1.000, frac_mc: 0.952, top1: 1.000, mae: 16.795, loss: 23.774

                                                                       

ITERATION - loss: 7.59:   0%|          | 0/13 [03:19<00:02,  5.37it/s]
Validation Results - Epoch: 52 Metrics: mse: 289.698, avep: 0.990, top5: 0.998, frac_mc: 0.958, top1: 1.000, mae: 16.976, loss: 20.219

                                                                      

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ITERATION - loss: 6.01: 100%|██████████| 13/13 [03:21<00:00,  5.35it/s] 
                                                                       

Training Results - Epoch: 53 Metrics: mse: 528.292, avep: 0.987, top5: 1.000, frac_mc: 0.944, top1: 1.000, mae: 22.952, loss: 30.161

ITERATION - loss: 6.01:   0%|          | 0/13 [03:22<00:02,  5.35it/s]
                                                                      

Validation Results - Epoch: 53 Metrics: mse: 536.603, avep: 0.989, top5: 1.000, frac_mc: 0.949, top1: 1.000, mae: 23.132, loss: 26.147

ITERATION - loss: 6.01:   0%|          | 0/13 [03:23<00:02,  5.35it/s]
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ITERATION - loss: 10.30: 100%|██████████| 13/13 [03:25<00:00,  5.41it/s]
                                                                        

Training Results - Epoch: 54 Metrics: mse: 349.115, avep: 0.988, top5: 1.000, frac_mc: 0.951, top1: 1.000, mae: 18.644, loss: 23.955

ITERATION - loss: 10.30:   0%|          | 0/13 [03:26<00:02,  5.41it/s]
                                                                       

Validation Results - Epoch: 54 Metrics: mse: 355.871, avep: 0.990, top5: 0.998, frac_mc: 0.958, top1: 1.000, mae: 18.824, loss: 20.759

ITERATION - loss: 10.30:   0%|          | 0/13 [03:26<00:02,  5.41it/s]
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ITERATION - loss: 13.46: 100%|██████████| 13/13 [03:29<00:00,  5.42it/s]
                                                                        

Training Results - Epoch: 55 Metrics: mse: 266.746, avep: 0.989, top5: 1.000, frac_mc: 0.953, top1: 1.000, mae: 16.285, loss: 23.942

ITERATION - loss: 13.46:   0%|          | 0/13 [03:30<00:02,  5.42it/s]
                                                                       

Validation Results - Epoch: 55 Metrics: mse: 272.646, avep: 0.990, top5: 0.998, frac_mc: 0.956, top1: 1.000, mae: 16.466, loss: 20.315

ITERATION - loss: 13.46:   0%|          | 0/13 [03:30<00:02,  5.42it/s]
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ITERATION - loss: 26.95:  54%|█████▍    | 7/13 [03:32<00:01,  4.18it/s]
ITERATION - loss: 27.80:  62%|██████▏   | 8/13 [03:32<00:01,  4.58it/s]
ITERATION - loss: 31.51:  69%|██████▉   | 9/13 [03:32<00:00,  4.86it/s]
ITERATION - loss: 28.32:  77%|███████▋  | 10/13 [03:32<00:00,  5.11it/s]
ITERATION - loss: 26.71:  85%|████████▍ | 11/13 [03:32<00:00,  5.24it/s]
ITERATION - loss: 18.22:  92%|█████████▏| 12/13 [03:32<00:00,  5.44it/s]
ITERATION - loss: 7.42: 100%|██████████| 13/13 [03:32<00:00,  5.44it/s] 
Training Results - Epoch: 56 Metrics: mse: 327.189, avep: 0.989, top5: 1.000, frac_mc: 0.953, top1: 1.000, mae: 18.046, loss: 23.788

                                                                       

ITERATION - loss: 7.42:   0%|          | 0/13 [03:34<00:02,  5.44it/s]
                                                                      

Validation Results - Epoch: 56 Metrics: mse: 333.721, avep: 0.991, top5: 0.998, frac_mc: 0.959, top1: 1.000, mae: 18.226, loss: 20.036

ITERATION - loss: 7.42:   0%|          | 0/13 [03:34<00:02,  5.44it/s]
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ITERATION - loss: 16.02:  77%|███████▋  | 10/13 [03:36<00:00,  5.24it/s]
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ITERATION - loss: 5.88: 100%|██████████| 13/13 [03:36<00:00,  5.48it/s] 
                                                                       
Training Results - Epoch: 57 Metrics: mse: 508.423, avep: 0.988, top5: 1.000, frac_mc: 0.945, top1: 1.000, mae: 22.515, loss: 28.327

ITERATION - loss: 5.88:   0%|          | 0/13 [03:38<00:02,  5.48it/s]
                                                                      
Validation Results - Epoch: 57 Metrics: mse: 516.577, avep: 0.989, top5: 1.000, frac_mc: 0.952, top1: 1.000, mae: 22.695, loss: 24.573

ITERATION - loss: 5.88:   0%|          | 0/13 [03:38<00:02,  5.48it/s]
ITERATION - loss: 34.62:   8%|▊         | 1/13 [03:38<00:08,  1.44it/s]
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ITERATION - loss: 28.13:  23%|██▎       | 3/13 [03:38<00:04,  2.35it/s]
ITERATION - loss: 14.43:  31%|███       | 4/13 [03:39<00:03,  2.83it/s]
ITERATION - loss: 47.26:  38%|███▊      | 5/13 [03:39<00:02,  3.30it/s]
ITERATION - loss: 28.36:  46%|████▌     | 6/13 [03:39<00:01,  3.82it/s]
ITERATION - loss: 79.70:  54%|█████▍    | 7/13 [03:39<00:01,  4.29it/s]
ITERATION - loss: 65.53:  62%|██████▏   | 8/13 [03:39<00:01,  4.43it/s]
ITERATION - loss: 43.91:  69%|██████▉   | 9/13 [03:39<00:00,  4.82it/s]
ITERATION - loss: 49.24:  77%|███████▋  | 10/13 [03:40<00:00,  5.05it/s]
ITERATION - loss: 32.30:  85%|████████▍ | 11/13 [03:40<00:00,  5.34it/s]
ITERATION - loss: 42.51:  92%|█████████▏| 12/13 [03:40<00:00,  5.40it/s]
ITERATION - loss: 8.64: 100%|██████████| 13/13 [03:40<00:00,  5.40it/s] 
                                                                       

ITERATION - loss: 8.64:   0%|          | 0/13 [03:41<00:02,  5.40it/s]
Training Results - Epoch: 58 Metrics: mse: 57.898, avep: 0.987, top5: 0.997, frac_mc: 0.952, top1: 0.998, mae: 7.505, loss: 32.490

Validation Results - Epoch: 58 Metrics: mse: 60.628, avep: 0.989, top5: 0.998, frac_mc: 0.954, top1: 1.000, mae: 7.686, loss: 26.997

                                                                      

ITERATION - loss: 8.64:   0%|          | 0/13 [03:42<00:02,  5.40it/s]
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ITERATION - loss: 15.48:  23%|██▎       | 3/13 [03:42<00:04,  2.28it/s]
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ITERATION - loss: 36.86:  46%|████▌     | 6/13 [03:43<00:01,  3.80it/s]
ITERATION - loss: 30.22:  54%|█████▍    | 7/13 [03:43<00:01,  4.29it/s]
ITERATION - loss: 36.81:  62%|██████▏   | 8/13 [03:43<00:01,  4.68it/s]
ITERATION - loss: 29.63:  69%|██████▉   | 9/13 [03:43<00:00,  4.84it/s]
ITERATION - loss: 37.08:  77%|███████▋  | 10/13 [03:43<00:00,  5.09it/s]
ITERATION - loss: 23.19:  85%|████████▍ | 11/13 [03:44<00:00,  5.17it/s]
ITERATION - loss: 41.52:  92%|█████████▏| 12/13 [03:44<00:00,  5.45it/s]
ITERATION - loss: 15.12: 100%|██████████| 13/13 [03:44<00:00,  5.45it/s]
Training Results - Epoch: 59 Metrics: mse: 35.370, avep: 0.988, top5: 0.999, frac_mc: 0.951, top1: 1.000, mae: 5.816, loss: 25.997

                                                                        

ITERATION - loss: 15.12:   0%|          | 0/13 [03:45<00:02,  5.45it/s]
Validation Results - Epoch: 59 Metrics: mse: 37.494, avep: 0.989, top5: 0.998, frac_mc: 0.951, top1: 1.000, mae: 5.996, loss: 23.172

                                                                       

ITERATION - loss: 15.12:   0%|          | 0/13 [03:45<00:02,  5.45it/s]
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ITERATION - loss: 24.62:  23%|██▎       | 3/13 [03:46<00:04,  2.36it/s]
ITERATION - loss: 29.41:  31%|███       | 4/13 [03:46<00:03,  2.85it/s]
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ITERATION - loss: 31.22:  46%|████▌     | 6/13 [03:47<00:01,  3.80it/s]
ITERATION - loss: 32.31:  54%|█████▍    | 7/13 [03:47<00:01,  4.19it/s]
ITERATION - loss: 29.02:  62%|██████▏   | 8/13 [03:47<00:01,  4.55it/s]
ITERATION - loss: 38.31:  69%|██████▉   | 9/13 [03:47<00:00,  4.68it/s]
ITERATION - loss: 20.95:  77%|███████▋  | 10/13 [03:47<00:00,  4.89it/s]
ITERATION - loss: 19.30:  85%|████████▍ | 11/13 [03:47<00:00,  5.23it/s]
ITERATION - loss: 26.36:  92%|█████████▏| 12/13 [03:48<00:00,  5.39it/s]
ITERATION - loss: 12.13: 100%|██████████| 13/13 [03:48<00:00,  5.39it/s]
                                                                        

Training Results - Epoch: 60 Metrics: mse: 53.526, avep: 0.988, top5: 0.999, frac_mc: 0.950, top1: 1.000, mae: 7.211, loss: 25.546

ITERATION - loss: 12.13:   0%|          | 0/13 [03:49<00:02,  5.39it/s]
                                                                       

Validation Results - Epoch: 60 Metrics: mse: 56.153, avep: 0.989, top5: 0.998, frac_mc: 0.951, top1: 1.000, mae: 7.391, loss: 23.039

ITERATION - loss: 12.13:   0%|          | 0/13 [03:49<00:02,  5.39it/s]
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ITERATION - loss: 29.98:  23%|██▎       | 3/13 [03:50<00:04,  2.36it/s]
ITERATION - loss: 25.07:  31%|███       | 4/13 [03:50<00:03,  2.89it/s]
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ITERATION - loss: 33.85:  54%|█████▍    | 7/13 [03:51<00:01,  4.29it/s]
ITERATION - loss: 18.54:  62%|██████▏   | 8/13 [03:51<00:01,  4.63it/s]
ITERATION - loss: 18.93:  69%|██████▉   | 9/13 [03:51<00:00,  4.87it/s]
ITERATION - loss: 31.23:  77%|███████▋  | 10/13 [03:51<00:00,  5.05it/s]
ITERATION - loss: 29.07:  85%|████████▍ | 11/13 [03:51<00:00,  5.24it/s]
ITERATION - loss: 36.71:  92%|█████████▏| 12/13 [03:51<00:00,  5.48it/s]
ITERATION - loss: 22.41: 100%|██████████| 13/13 [03:51<00:00,  5.48it/s]
                                                                        

Training Results - Epoch: 61 Metrics: mse: 83.487, avep: 0.988, top5: 0.999, frac_mc: 0.949, top1: 1.000, mae: 9.053, loss: 25.437

ITERATION - loss: 22.41:   0%|          | 0/13 [03:53<00:02,  5.48it/s]
                                                                       

Validation Results - Epoch: 61 Metrics: mse: 86.780, avep: 0.989, top5: 0.998, frac_mc: 0.952, top1: 1.000, mae: 9.234, loss: 23.086

ITERATION - loss: 22.41:   0%|          | 0/13 [03:53<00:02,  5.48it/s]
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ITERATION - loss: 19.65:  23%|██▎       | 3/13 [03:54<00:04,  2.35it/s]
ITERATION - loss: 17.43:  31%|███       | 4/13 [03:54<00:03,  2.90it/s]
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ITERATION - loss: 25.61:  46%|████▌     | 6/13 [03:54<00:01,  3.87it/s]
ITERATION - loss: 33.35:  54%|█████▍    | 7/13 [03:54<00:01,  4.35it/s]
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ITERATION - loss: 31.80:  69%|██████▉   | 9/13 [03:55<00:00,  4.92it/s]
ITERATION - loss: 19.33:  77%|███████▋  | 10/13 [03:55<00:00,  5.24it/s]
ITERATION - loss: 22.14:  85%|████████▍ | 11/13 [03:55<00:00,  5.38it/s]
ITERATION - loss: 27.85:  92%|█████████▏| 12/13 [03:55<00:00,  5.33it/s]
ITERATION - loss: 16.35: 100%|██████████| 13/13 [03:55<00:00,  5.33it/s]
Training Results - Epoch: 62 Metrics: mse: 83.885, avep: 0.988, top5: 0.999, frac_mc: 0.950, top1: 1.000, mae: 9.075, loss: 25.384

                                                                        

ITERATION - loss: 16.35:   0%|          | 0/13 [03:57<00:02,  5.33it/s]
                                                                       

Validation Results - Epoch: 62 Metrics: mse: 87.186, avep: 0.989, top5: 0.998, frac_mc: 0.952, top1: 1.000, mae: 9.256, loss: 22.547

ITERATION - loss: 16.35:   0%|          | 0/13 [03:57<00:02,  5.33it/s]
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ITERATION - loss: 24.47:  69%|██████▉   | 9/13 [03:58<00:00,  4.79it/s]
ITERATION - loss: 17.62:  77%|███████▋  | 10/13 [03:59<00:00,  5.01it/s]
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ITERATION - loss: 25.14:  92%|█████████▏| 12/13 [03:59<00:00,  5.38it/s]
ITERATION - loss: 9.91: 100%|██████████| 13/13 [03:59<00:00,  5.38it/s] 
                                                                       
Training Results - Epoch: 63 Metrics: mse: 79.665, avep: 0.988, top5: 0.999, frac_mc: 0.952, top1: 1.000, mae: 8.839, loss: 25.275


ITERATION - loss: 9.91:   0%|          | 0/13 [04:00<00:02,  5.38it/s]
                                                                      

Validation Results - Epoch: 63 Metrics: mse: 82.879, avep: 0.989, top5: 0.998, frac_mc: 0.951, top1: 1.000, mae: 9.020, loss: 22.316

ITERATION - loss: 9.91:   0%|          | 0/13 [04:01<00:02,  5.38it/s]
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ITERATION - loss: 21.44: 100%|██████████| 13/13 [04:03<00:00,  5.40it/s]
Training Results - Epoch: 64 Metrics: mse: 87.923, avep: 0.988, top5: 0.999, frac_mc: 0.951, top1: 1.000, mae: 9.295, loss: 25.349

                                                                        

ITERATION - loss: 21.44:   0%|          | 0/13 [04:04<00:02,  5.40it/s]
                                                                       

Validation Results - Epoch: 64 Metrics: mse: 91.302, avep: 0.989, top5: 0.998, frac_mc: 0.952, top1: 1.000, mae: 9.475, loss: 22.183

ITERATION - loss: 21.44:   0%|          | 0/13 [04:05<00:02,  5.40it/s]
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ITERATION - loss: 9.67: 100%|██████████| 13/13 [04:07<00:00,  5.43it/s] 
                                                                       

Training Results - Epoch: 65 Metrics: mse: 98.842, avep: 0.988, top5: 0.999, frac_mc: 0.951, top1: 1.000, mae: 9.865, loss: 24.926

ITERATION - loss: 9.67:   0%|          | 0/13 [04:08<00:02,  5.43it/s]
                                                                      
Validation Results - Epoch: 65 Metrics: mse: 102.426, avep: 0.989, top5: 0.998, frac_mc: 0.952, top1: 1.000, mae: 10.045, loss: 22.118

ITERATION - loss: 9.67:   0%|          | 0/13 [04:08<00:02,  5.43it/s]
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ITERATION - loss: 11.63: 100%|██████████| 13/13 [04:11<00:00,  5.29it/s]
                                                                        

Training Results - Epoch: 66 Metrics: mse: 97.666, avep: 0.988, top5: 0.999, frac_mc: 0.952, top1: 1.000, mae: 9.805, loss: 24.638

ITERATION - loss: 11.63:   0%|          | 0/13 [04:12<00:02,  5.29it/s]
Validation Results - Epoch: 66 Metrics: mse: 101.228, avep: 0.989, top5: 0.998, frac_mc: 0.953, top1: 1.000, mae: 9.985, loss: 21.970

                                                                       

ITERATION - loss: 11.63:   0%|          | 0/13 [04:12<00:02,  5.29it/s]
                                                                       
mse: 101.228
avep: 0.989
top5: 0.998
frac_mc: 0.953
top1: 1.000
mae: 9.985
loss: 21.970
