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ITERATION - loss: 0.00:   0%|          | 0/13 [00:00<?, ?it/s]
Training Results - Epoch: 0 Metrics: mse: 22.498, avep: 0.460, top5: 0.265, frac_mc: 0.400, top1: 0.163, mae: 4.685, loss: 356.926

Validation Results - Epoch: 0 Metrics: mse: 22.929, avep: 0.419, top5: 0.212, frac_mc: 0.335, top1: 0.090, mae: 4.727, loss: 377.007

                                                              

ITERATION - loss: 0.00:   0%|          | 0/13 [00:01<?, ?it/s]
ITERATION - loss: 358.17:   8%|▊         | 1/13 [00:01<00:14,  1.21s/it]
ITERATION - loss: 326.38:  23%|██▎       | 3/13 [00:01<00:08,  1.14it/s]
ITERATION - loss: 272.50:  31%|███       | 4/13 [00:01<00:05,  1.55it/s]
ITERATION - loss: 246.96:  46%|████▌     | 6/13 [00:01<00:03,  2.08it/s]
ITERATION - loss: 189.98:  54%|█████▍    | 7/13 [00:01<00:02,  2.69it/s]
ITERATION - loss: 170.94:  69%|██████▉   | 9/13 [00:01<00:01,  3.50it/s]
ITERATION - loss: 171.71:  85%|████████▍ | 11/13 [00:02<00:00,  4.41it/s]
ITERATION - loss: 80.72: 100%|██████████| 13/13 [00:02<00:00,  5.61it/s] 
ITERATION - loss: 80.72: 100%|██████████| 13/13 [00:02<00:00,  5.61it/s]
                                                                        

Training Results - Epoch: 1 Metrics: mse: 3.362, avep: 0.815, top5: 0.807, frac_mc: 0.739, top1: 0.887, mae: 1.717, loss: 176.345

ITERATION - loss: 80.72:   0%|          | 0/13 [00:03<00:02,  5.61it/s]
                                                                       

Validation Results - Epoch: 1 Metrics: mse: 3.527, avep: 0.800, top5: 0.790, frac_mc: 0.711, top1: 0.920, mae: 1.760, loss: 181.146

ITERATION - loss: 80.72:   0%|          | 0/13 [00:03<00:02,  5.61it/s]
ITERATION - loss: 164.87:  15%|█▌        | 2/13 [00:03<00:03,  3.10it/s]
ITERATION - loss: 129.61:  31%|███       | 4/13 [00:03<00:02,  3.92it/s]
ITERATION - loss: 171.67:  46%|████▌     | 6/13 [00:03<00:01,  4.91it/s]
ITERATION - loss: 160.96:  62%|██████▏   | 8/13 [00:04<00:00,  5.90it/s]
ITERATION - loss: 166.12:  77%|███████▋  | 10/13 [00:04<00:00,  7.01it/s]
ITERATION - loss: 128.25:  92%|█████████▏| 12/13 [00:04<00:00,  7.92it/s]
ITERATION - loss: 60.96: 100%|██████████| 13/13 [00:04<00:00,  7.92it/s] 
Training Results - Epoch: 2 Metrics: mse: 16.681, avep: 0.863, top5: 0.861, frac_mc: 0.780, top1: 0.945, mae: 4.023, loss: 157.309

                                                                        

ITERATION - loss: 60.96:   0%|          | 0/13 [00:05<00:01,  7.92it/s]
                                                                       

Validation Results - Epoch: 2 Metrics: mse: 17.054, avep: 0.855, top5: 0.852, frac_mc: 0.760, top1: 0.960, mae: 4.065, loss: 166.784

ITERATION - loss: 60.96:   0%|          | 0/13 [00:05<00:01,  7.92it/s]
ITERATION - loss: 137.77:  15%|█▌        | 2/13 [00:05<00:03,  3.37it/s]
ITERATION - loss: 140.14:  31%|███       | 4/13 [00:06<00:02,  4.34it/s]
ITERATION - loss: 132.29:  46%|████▌     | 6/13 [00:06<00:01,  5.35it/s]
ITERATION - loss: 128.45:  62%|██████▏   | 8/13 [00:06<00:00,  6.46it/s]
ITERATION - loss: 164.69:  77%|███████▋  | 10/13 [00:06<00:00,  7.47it/s]
ITERATION - loss: 166.45:  92%|█████████▏| 12/13 [00:06<00:00,  8.32it/s]
ITERATION - loss: 93.44: 100%|██████████| 13/13 [00:06<00:00,  8.32it/s] 
                                                                        

Training Results - Epoch: 3 Metrics: mse: 14.214, avep: 0.866, top5: 0.865, frac_mc: 0.783, top1: 0.945, mae: 3.710, loss: 113.552

ITERATION - loss: 93.44:   0%|          | 0/13 [00:07<00:01,  8.32it/s]
                                                                       

Validation Results - Epoch: 3 Metrics: mse: 14.556, avep: 0.857, top5: 0.856, frac_mc: 0.765, top1: 0.950, mae: 3.752, loss: 118.134

ITERATION - loss: 93.44:   0%|          | 0/13 [00:07<00:01,  8.32it/s]
ITERATION - loss: 139.31:  15%|█▌        | 2/13 [00:08<00:03,  3.47it/s]
ITERATION - loss: 124.42:  23%|██▎       | 3/13 [00:08<00:02,  4.31it/s]
ITERATION - loss: 96.73:  38%|███▊      | 5/13 [00:08<00:01,  5.37it/s] 
ITERATION - loss: 106.67:  54%|█████▍    | 7/13 [00:08<00:00,  6.19it/s]
ITERATION - loss: 157.50:  69%|██████▉   | 9/13 [00:08<00:00,  7.26it/s]
ITERATION - loss: 454.98:  85%|████████▍ | 11/13 [00:08<00:00,  7.90it/s]
ITERATION - loss: 112.33: 100%|██████████| 13/13 [00:09<00:00,  9.37it/s]
ITERATION - loss: 112.33: 100%|██████████| 13/13 [00:09<00:00,  9.37it/s]
Training Results - Epoch: 4 Metrics: mse: 10.707, avep: 0.873, top5: 0.875, frac_mc: 0.790, top1: 0.955, mae: 3.198, loss: 123.203

                                                                         

ITERATION - loss: 112.33:   0%|          | 0/13 [00:09<00:01,  9.37it/s]
                                                                        

Validation Results - Epoch: 4 Metrics: mse: 11.007, avep: 0.863, top5: 0.860, frac_mc: 0.772, top1: 0.950, mae: 3.241, loss: 128.557

ITERATION - loss: 112.33:   0%|          | 0/13 [00:10<00:01,  9.37it/s]
ITERATION - loss: 116.31:  15%|█▌        | 2/13 [00:10<00:02,  3.68it/s]
ITERATION - loss: 99.62:  31%|███       | 4/13 [00:10<00:01,  4.61it/s] 
ITERATION - loss: 125.33:  46%|████▌     | 6/13 [00:10<00:01,  5.65it/s]
ITERATION - loss: 127.24:  62%|██████▏   | 8/13 [00:10<00:00,  6.64it/s]
ITERATION - loss: 119.30:  77%|███████▋  | 10/13 [00:11<00:00,  7.71it/s]
ITERATION - loss: 141.98:  92%|█████████▏| 12/13 [00:11<00:00,  8.41it/s]
ITERATION - loss: 62.09: 100%|██████████| 13/13 [00:11<00:00,  8.41it/s] 
                                                                        

ITERATION - loss: 62.09:   0%|          | 0/13 [00:12<00:01,  8.41it/s]
Training Results - Epoch: 5 Metrics: mse: 3.350, avep: 0.879, top5: 0.880, frac_mc: 0.798, top1: 0.953, mae: 1.711, loss: 103.091

                                                                       

Validation Results - Epoch: 5 Metrics: mse: 3.517, avep: 0.868, top5: 0.872, frac_mc: 0.786, top1: 0.940, mae: 1.753, loss: 104.702

ITERATION - loss: 62.09:   0%|          | 0/13 [00:12<00:01,  8.41it/s]
ITERATION - loss: 119.27:  15%|█▌        | 2/13 [00:12<00:03,  3.43it/s]
ITERATION - loss: 110.71:  31%|███       | 4/13 [00:12<00:02,  4.35it/s]
ITERATION - loss: 99.01:  38%|███▊      | 5/13 [00:12<00:01,  5.21it/s] 
ITERATION - loss: 128.15:  54%|█████▍    | 7/13 [00:13<00:00,  6.36it/s]
ITERATION - loss: 95.14:  69%|██████▉   | 9/13 [00:13<00:00,  7.35it/s] 
ITERATION - loss: 91.45:  85%|████████▍ | 11/13 [00:13<00:00,  8.25it/s]
ITERATION - loss: 46.64: 100%|██████████| 13/13 [00:13<00:00,  9.24it/s]
ITERATION - loss: 46.64: 100%|██████████| 13/13 [00:13<00:00,  9.24it/s]
                                                                        

Training Results - Epoch: 6 Metrics: mse: 7.007, avep: 0.883, top5: 0.883, frac_mc: 0.799, top1: 0.958, mae: 2.557, loss: 114.347

ITERATION - loss: 46.64:   0%|          | 0/13 [00:14<00:01,  9.24it/s]
                                                                       

Validation Results - Epoch: 6 Metrics: mse: 7.251, avep: 0.867, top5: 0.868, frac_mc: 0.787, top1: 0.920, mae: 2.599, loss: 115.953

ITERATION - loss: 46.64:   0%|          | 0/13 [00:14<00:01,  9.24it/s]
ITERATION - loss: 91.19:  15%|█▌        | 2/13 [00:14<00:03,  3.65it/s]
ITERATION - loss: 108.63:  31%|███       | 4/13 [00:15<00:01,  4.63it/s]
ITERATION - loss: 96.68:  46%|████▌     | 6/13 [00:15<00:01,  5.60it/s] 
ITERATION - loss: 102.29:  62%|██████▏   | 8/13 [00:15<00:00,  6.60it/s]
ITERATION - loss: 135.53:  77%|███████▋  | 10/13 [00:15<00:00,  7.42it/s]
ITERATION - loss: 136.27:  92%|█████████▏| 12/13 [00:15<00:00,  8.48it/s]
ITERATION - loss: 31.96: 100%|██████████| 13/13 [00:15<00:00,  8.48it/s] 
                                                                        

Training Results - Epoch: 7 Metrics: mse: 5.501, avep: 0.887, top5: 0.891, frac_mc: 0.804, top1: 0.960, mae: 2.248, loss: 99.056

ITERATION - loss: 31.96:   0%|          | 0/13 [00:16<00:01,  8.48it/s]
                                                                       

Validation Results - Epoch: 7 Metrics: mse: 5.717, avep: 0.873, top5: 0.872, frac_mc: 0.799, top1: 0.930, mae: 2.290, loss: 100.347

ITERATION - loss: 31.96:   0%|          | 0/13 [00:16<00:01,  8.48it/s]
ITERATION - loss: 109.01:  15%|█▌        | 2/13 [00:17<00:03,  3.45it/s]
ITERATION - loss: 101.68:  23%|██▎       | 3/13 [00:17<00:02,  4.28it/s]
ITERATION - loss: 90.78:  38%|███▊      | 5/13 [00:17<00:01,  5.35it/s] 
ITERATION - loss: 116.93:  46%|████▌     | 6/13 [00:17<00:01,  6.06it/s]
ITERATION - loss: 94.79:  62%|██████▏   | 8/13 [00:17<00:00,  7.22it/s] 
ITERATION - loss: 111.67:  77%|███████▋  | 10/13 [00:17<00:00,  8.24it/s]
ITERATION - loss: 81.66:  92%|█████████▏| 12/13 [00:17<00:00,  8.83it/s] 
ITERATION - loss: 49.95: 100%|██████████| 13/13 [00:18<00:00,  8.83it/s]
                                                                        

Training Results - Epoch: 8 Metrics: mse: 1.826, avep: 0.885, top5: 0.885, frac_mc: 0.805, top1: 0.953, mae: 1.201, loss: 96.649

ITERATION - loss: 49.95:   0%|          | 0/13 [00:18<00:01,  8.83it/s]
Validation Results - Epoch: 8 Metrics: mse: 1.948, avep: 0.877, top5: 0.880, frac_mc: 0.792, top1: 0.940, mae: 1.240, loss: 98.426

                                                                       

ITERATION - loss: 49.95:   0%|          | 0/13 [00:19<00:01,  8.83it/s]
ITERATION - loss: 76.03:  15%|█▌        | 2/13 [00:19<00:03,  3.51it/s]
ITERATION - loss: 114.16:  31%|███       | 4/13 [00:19<00:02,  4.38it/s]
ITERATION - loss: 82.71:  46%|████▌     | 6/13 [00:19<00:01,  5.42it/s] 
ITERATION - loss: 111.63:  62%|██████▏   | 8/13 [00:19<00:00,  6.43it/s]
ITERATION - loss: 94.78:  77%|███████▋  | 10/13 [00:20<00:00,  7.57it/s]
ITERATION - loss: 77.05:  92%|█████████▏| 12/13 [00:20<00:00,  8.49it/s]
ITERATION - loss: 41.58: 100%|██████████| 13/13 [00:20<00:00,  8.49it/s]
Training Results - Epoch: 9 Metrics: mse: 1.299, avep: 0.896, top5: 0.897, frac_mc: 0.813, top1: 0.973, mae: 0.967, loss: 87.649

                                                                        

ITERATION - loss: 41.58:   0%|          | 0/13 [00:21<00:01,  8.49it/s]
                                                                       

Validation Results - Epoch: 9 Metrics: mse: 1.402, avep: 0.885, top5: 0.890, frac_mc: 0.806, top1: 0.950, mae: 1.004, loss: 90.728

ITERATION - loss: 41.58:   0%|          | 0/13 [00:21<00:01,  8.49it/s]
ITERATION - loss: 108.98:  15%|█▌        | 2/13 [00:21<00:03,  3.49it/s]
ITERATION - loss: 82.67:  31%|███       | 4/13 [00:21<00:02,  4.42it/s] 
ITERATION - loss: 78.14:  46%|████▌     | 6/13 [00:21<00:01,  5.34it/s]
ITERATION - loss: 84.78:  62%|██████▏   | 8/13 [00:22<00:00,  6.38it/s]
ITERATION - loss: 77.16:  77%|███████▋  | 10/13 [00:22<00:00,  7.16it/s]
ITERATION - loss: 85.38:  92%|█████████▏| 12/13 [00:22<00:00,  8.12it/s]
ITERATION - loss: 67.77: 100%|██████████| 13/13 [00:22<00:00,  8.12it/s]
                                                                        

Training Results - Epoch: 10 Metrics: mse: 1.087, avep: 0.898, top5: 0.897, frac_mc: 0.818, top1: 0.970, mae: 0.857, loss: 85.391
ITERATION - loss: 67.77:   0%|          | 0/13 [00:23<00:01,  8.12it/s]

                                                                       

Validation Results - Epoch: 10 Metrics: mse: 1.179, avep: 0.887, top5: 0.890, frac_mc: 0.803, top1: 0.930, mae: 0.893, loss: 88.608

ITERATION - loss: 67.77:   0%|          | 0/13 [00:23<00:01,  8.12it/s]
ITERATION - loss: 103.23:  15%|█▌        | 2/13 [00:23<00:03,  3.48it/s]
ITERATION - loss: 84.57:  31%|███       | 4/13 [00:23<00:02,  4.41it/s] 
ITERATION - loss: 72.46:  46%|████▌     | 6/13 [00:24<00:01,  5.39it/s]
ITERATION - loss: 94.04:  62%|██████▏   | 8/13 [00:24<00:00,  6.51it/s]
ITERATION - loss: 98.09:  77%|███████▋  | 10/13 [00:24<00:00,  7.45it/s]
ITERATION - loss: 110.59:  92%|█████████▏| 12/13 [00:24<00:00,  8.54it/s]
ITERATION - loss: 52.16: 100%|██████████| 13/13 [00:24<00:00,  8.54it/s] 
                                                                        

Training Results - Epoch: 11 Metrics: mse: 1.516, avep: 0.900, top5: 0.901, frac_mc: 0.819, top1: 0.968, mae: 1.065, loss: 87.983

ITERATION - loss: 52.16:   0%|          | 0/13 [00:25<00:01,  8.54it/s]
                                                                       

Validation Results - Epoch: 11 Metrics: mse: 1.628, avep: 0.887, top5: 0.886, frac_mc: 0.803, top1: 0.930, mae: 1.103, loss: 89.833

ITERATION - loss: 52.16:   0%|          | 0/13 [00:25<00:01,  8.54it/s]
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ITERATION - loss: 71.00:  31%|███       | 4/13 [00:26<00:02,  4.45it/s] 
ITERATION - loss: 83.87:  46%|████▌     | 6/13 [00:26<00:01,  5.48it/s]
ITERATION - loss: 97.24:  62%|██████▏   | 8/13 [00:26<00:00,  6.38it/s]
ITERATION - loss: 95.23:  77%|███████▋  | 10/13 [00:26<00:00,  7.60it/s]
ITERATION - loss: 83.08:  92%|█████████▏| 12/13 [00:26<00:00,  8.35it/s]
ITERATION - loss: 49.47: 100%|██████████| 13/13 [00:26<00:00,  8.35it/s]
                                                                        

Training Results - Epoch: 12 Metrics: mse: 1.019, avep: 0.892, top5: 0.890, frac_mc: 0.809, top1: 0.965, mae: 0.828, loss: 90.591

ITERATION - loss: 49.47:   0%|          | 0/13 [00:27<00:01,  8.35it/s]
                                                                       

Validation Results - Epoch: 12 Metrics: mse: 1.106, avep: 0.883, top5: 0.886, frac_mc: 0.804, top1: 0.950, mae: 0.862, loss: 92.353

ITERATION - loss: 49.47:   0%|          | 0/13 [00:28<00:01,  8.35it/s]
ITERATION - loss: 77.54:  15%|█▌        | 2/13 [00:28<00:03,  3.46it/s]
ITERATION - loss: 92.25:  31%|███       | 4/13 [00:28<00:02,  4.41it/s]
ITERATION - loss: 86.31:  38%|███▊      | 5/13 [00:28<00:01,  5.18it/s]
ITERATION - loss: 85.50:  54%|█████▍    | 7/13 [00:28<00:00,  6.24it/s]
ITERATION - loss: 95.82:  69%|██████▉   | 9/13 [00:28<00:00,  7.04it/s]
ITERATION - loss: 90.54:  85%|████████▍ | 11/13 [00:29<00:00,  7.86it/s]
ITERATION - loss: 26.95: 100%|██████████| 13/13 [00:29<00:00,  8.91it/s]
ITERATION - loss: 26.95: 100%|██████████| 13/13 [00:29<00:00,  8.91it/s]
                                                                        

Training Results - Epoch: 13 Metrics: mse: 0.443, avep: 0.896, top5: 0.899, frac_mc: 0.819, top1: 0.965, mae: 0.510, loss: 90.271

ITERATION - loss: 26.95:   0%|          | 0/13 [00:30<00:01,  8.91it/s]
                                                                       

Validation Results - Epoch: 13 Metrics: mse: 0.442, avep: 0.887, top5: 0.894, frac_mc: 0.809, top1: 0.950, mae: 0.525, loss: 91.551

ITERATION - loss: 26.95:   0%|          | 0/13 [00:30<00:01,  8.91it/s]
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ITERATION - loss: 98.66:  31%|███       | 4/13 [00:30<00:02,  4.48it/s]
ITERATION - loss: 73.30:  38%|███▊      | 5/13 [00:30<00:01,  5.30it/s]
ITERATION - loss: 81.34:  54%|█████▍    | 7/13 [00:31<00:00,  6.41it/s]
ITERATION - loss: 81.89:  69%|██████▉   | 9/13 [00:31<00:00,  7.24it/s]
ITERATION - loss: 73.24:  85%|████████▍ | 11/13 [00:31<00:00,  8.16it/s]
ITERATION - loss: 56.74: 100%|██████████| 13/13 [00:31<00:00,  9.23it/s]
ITERATION - loss: 56.74: 100%|██████████| 13/13 [00:31<00:00,  9.23it/s]
                                                                        

Training Results - Epoch: 14 Metrics: mse: 0.931, avep: 0.900, top5: 0.901, frac_mc: 0.820, top1: 0.970, mae: 0.776, loss: 84.261

ITERATION - loss: 56.74:   0%|          | 0/13 [00:32<00:01,  9.23it/s]
                                                                       

Validation Results - Epoch: 14 Metrics: mse: 1.014, avep: 0.889, top5: 0.886, frac_mc: 0.809, top1: 0.940, mae: 0.812, loss: 85.838

ITERATION - loss: 56.74:   0%|          | 0/13 [00:32<00:01,  9.23it/s]
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ITERATION - loss: 115.11:  31%|███       | 4/13 [00:33<00:01,  4.52it/s]
ITERATION - loss: 92.75:  46%|████▌     | 6/13 [00:33<00:01,  5.37it/s] 
ITERATION - loss: 74.51:  54%|█████▍    | 7/13 [00:33<00:00,  6.23it/s]
ITERATION - loss: 79.56:  69%|██████▉   | 9/13 [00:33<00:00,  7.15it/s]
ITERATION - loss: 75.58:  85%|████████▍ | 11/13 [00:33<00:00,  8.21it/s]
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ITERATION - loss: 47.58: 100%|██████████| 13/13 [00:33<00:00,  9.43it/s]
                                                                        

Training Results - Epoch: 15 Metrics: mse: 0.413, avep: 0.901, top5: 0.902, frac_mc: 0.822, top1: 0.973, mae: 0.513, loss: 83.375

ITERATION - loss: 47.58:   0%|          | 0/13 [00:34<00:01,  9.43it/s]
                                                                       

Validation Results - Epoch: 15 Metrics: mse: 0.439, avep: 0.887, top5: 0.886, frac_mc: 0.811, top1: 0.920, mae: 0.541, loss: 84.903

ITERATION - loss: 47.58:   0%|          | 0/13 [00:34<00:01,  9.43it/s]
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ITERATION - loss: 93.77:  31%|███       | 4/13 [00:35<00:01,  4.62it/s]
ITERATION - loss: 76.76:  46%|████▌     | 6/13 [00:35<00:01,  5.64it/s]
ITERATION - loss: 92.63:  62%|██████▏   | 8/13 [00:35<00:00,  6.59it/s]
ITERATION - loss: 71.36:  77%|███████▋  | 10/13 [00:35<00:00,  7.41it/s]
ITERATION - loss: 93.64:  92%|█████████▏| 12/13 [00:36<00:00,  8.51it/s]
ITERATION - loss: 50.10: 100%|██████████| 13/13 [00:36<00:00,  8.51it/s]
                                                                        

Training Results - Epoch: 16 Metrics: mse: 0.405, avep: 0.901, top5: 0.901, frac_mc: 0.819, top1: 0.973, mae: 0.492, loss: 83.504

ITERATION - loss: 50.10:   0%|          | 0/13 [00:36<00:01,  8.51it/s]
                                                                       

Validation Results - Epoch: 16 Metrics: mse: 0.425, avep: 0.888, top5: 0.890, frac_mc: 0.812, top1: 0.940, mae: 0.519, loss: 85.119

ITERATION - loss: 50.10:   0%|          | 0/13 [00:37<00:01,  8.51it/s]
ITERATION - loss: 68.27:  15%|█▌        | 2/13 [00:37<00:03,  3.54it/s]
ITERATION - loss: 88.46:  31%|███       | 4/13 [00:37<00:02,  4.44it/s]
ITERATION - loss: 71.33:  46%|████▌     | 6/13 [00:37<00:01,  5.35it/s]
ITERATION - loss: 93.01:  54%|█████▍    | 7/13 [00:37<00:00,  6.09it/s]
ITERATION - loss: 85.38:  69%|██████▉   | 9/13 [00:38<00:00,  7.15it/s]
ITERATION - loss: 87.16:  85%|████████▍ | 11/13 [00:38<00:00,  7.99it/s]
ITERATION - loss: 50.10: 100%|██████████| 13/13 [00:38<00:00,  9.33it/s]
ITERATION - loss: 50.10: 100%|██████████| 13/13 [00:38<00:00,  9.33it/s]
                                                                        

Training Results - Epoch: 17 Metrics: mse: 0.453, avep: 0.902, top5: 0.900, frac_mc: 0.821, top1: 0.975, mae: 0.509, loss: 84.453

ITERATION - loss: 50.10:   0%|          | 0/13 [00:39<00:01,  9.33it/s]
                                                                       

Validation Results - Epoch: 17 Metrics: mse: 0.454, avep: 0.886, top5: 0.892, frac_mc: 0.806, top1: 0.920, mae: 0.526, loss: 85.396

ITERATION - loss: 50.10:   0%|          | 0/13 [00:39<00:01,  9.33it/s]
ITERATION - loss: 85.76:  15%|█▌        | 2/13 [00:39<00:02,  3.71it/s]
ITERATION - loss: 81.25:  31%|███       | 4/13 [00:39<00:01,  4.67it/s]
ITERATION - loss: 99.52:  46%|████▌     | 6/13 [00:39<00:01,  5.75it/s]
ITERATION - loss: 77.89:  62%|██████▏   | 8/13 [00:40<00:00,  6.54it/s]
ITERATION - loss: 95.77:  77%|███████▋  | 10/13 [00:40<00:00,  7.39it/s]
ITERATION - loss: 91.17:  92%|█████████▏| 12/13 [00:40<00:00,  8.02it/s]
ITERATION - loss: 45.36: 100%|██████████| 13/13 [00:40<00:00,  8.02it/s]
                                                                        

Training Results - Epoch: 18 Metrics: mse: 0.797, avep: 0.895, top5: 0.896, frac_mc: 0.817, top1: 0.955, mae: 0.712, loss: 91.177

ITERATION - loss: 45.36:   0%|          | 0/13 [00:41<00:01,  8.02it/s]
                                                                       

Validation Results - Epoch: 18 Metrics: mse: 0.874, avep: 0.880, top5: 0.876, frac_mc: 0.797, top1: 0.920, mae: 0.749, loss: 92.367
ITERATION - loss: 45.36:   0%|          | 0/13 [00:41<00:01,  8.02it/s]

ITERATION - loss: 96.08:  15%|█▌        | 2/13 [00:41<00:03,  3.50it/s]
ITERATION - loss: 104.90:  31%|███       | 4/13 [00:42<00:02,  4.44it/s]
ITERATION - loss: 72.06:  38%|███▊      | 5/13 [00:42<00:01,  5.25it/s] 
ITERATION - loss: 80.48:  54%|█████▍    | 7/13 [00:42<00:00,  6.35it/s]
ITERATION - loss: 84.04:  69%|██████▉   | 9/13 [00:42<00:00,  7.30it/s]
ITERATION - loss: 92.01:  85%|████████▍ | 11/13 [00:42<00:00,  8.34it/s]
ITERATION - loss: 49.75: 100%|██████████| 13/13 [00:42<00:00,  9.86it/s]
ITERATION - loss: 49.75: 100%|██████████| 13/13 [00:42<00:00,  9.86it/s]
Training Results - Epoch: 19 Metrics: mse: 1.836, avep: 0.900, top5: 0.897, frac_mc: 0.823, top1: 0.973, mae: 1.201, loss: 85.918
                                                                        

ITERATION - loss: 49.75:   0%|          | 0/13 [00:43<00:01,  9.86it/s]
                                                                       
Validation Results - Epoch: 19 Metrics: mse: 1.962, avep: 0.886, top5: 0.884, frac_mc: 0.809, top1: 0.930, mae: 1.239, loss: 87.380

ITERATION - loss: 49.75:   0%|          | 0/13 [00:43<00:01,  9.86it/s]
ITERATION - loss: 69.73:  15%|█▌        | 2/13 [00:44<00:02,  3.81it/s]
ITERATION - loss: 106.21:  23%|██▎       | 3/13 [00:44<00:02,  4.60it/s]
ITERATION - loss: 97.39:  38%|███▊      | 5/13 [00:44<00:01,  5.66it/s] 
ITERATION - loss: 75.75:  54%|█████▍    | 7/13 [00:44<00:00,  6.47it/s]
ITERATION - loss: 86.19:  69%|██████▉   | 9/13 [00:44<00:00,  7.49it/s]
ITERATION - loss: 90.56:  85%|████████▍ | 11/13 [00:44<00:00,  8.43it/s]
ITERATION - loss: 32.01: 100%|██████████| 13/13 [00:45<00:00,  9.85it/s]
ITERATION - loss: 32.01: 100%|██████████| 13/13 [00:45<00:00,  9.85it/s]
                                                                        

Training Results - Epoch: 20 Metrics: mse: 3.461, avep: 0.902, top5: 0.901, frac_mc: 0.821, top1: 0.968, mae: 1.737, loss: 88.838

ITERATION - loss: 32.01:   0%|          | 0/13 [00:45<00:01,  9.85it/s]
                                                                       

Validation Results - Epoch: 20 Metrics: mse: 3.636, avep: 0.892, top5: 0.886, frac_mc: 0.811, top1: 0.940, mae: 1.779, loss: 90.514

ITERATION - loss: 32.01:   0%|          | 0/13 [00:46<00:01,  9.85it/s]
ITERATION - loss: 75.37:  15%|█▌        | 2/13 [00:46<00:02,  3.76it/s]
ITERATION - loss: 94.24:  31%|███       | 4/13 [00:46<00:01,  4.71it/s]
ITERATION - loss: 106.42:  46%|████▌     | 6/13 [00:46<00:01,  5.73it/s]
ITERATION - loss: 84.28:  62%|██████▏   | 8/13 [00:46<00:00,  6.82it/s] 
ITERATION - loss: 87.40:  77%|███████▋  | 10/13 [00:46<00:00,  7.64it/s]
ITERATION - loss: 108.30:  92%|█████████▏| 12/13 [00:47<00:00,  8.10it/s]
ITERATION - loss: 36.70: 100%|██████████| 13/13 [00:47<00:00,  8.10it/s] 
                                                                        

Training Results - Epoch: 21 Metrics: mse: 0.545, avep: 0.892, top5: 0.892, frac_mc: 0.811, top1: 0.963, mae: 0.602, loss: 87.409

ITERATION - loss: 36.70:   0%|          | 0/13 [00:48<00:01,  8.10it/s]
                                                                       

Validation Results - Epoch: 21 Metrics: mse: 0.597, avep: 0.885, top5: 0.886, frac_mc: 0.805, top1: 0.960, mae: 0.634, loss: 89.574

ITERATION - loss: 36.70:   0%|          | 0/13 [00:48<00:01,  8.10it/s]
ITERATION - loss: 89.93:  15%|█▌        | 2/13 [00:48<00:03,  3.46it/s]
ITERATION - loss: 105.78:  31%|███       | 4/13 [00:48<00:02,  4.40it/s]
ITERATION - loss: 76.26:  46%|████▌     | 6/13 [00:48<00:01,  5.42it/s] 
ITERATION - loss: 82.14:  62%|██████▏   | 8/13 [00:49<00:00,  6.50it/s]
ITERATION - loss: 80.34:  77%|███████▋  | 10/13 [00:49<00:00,  7.44it/s]
ITERATION - loss: 79.96:  92%|█████████▏| 12/13 [00:49<00:00,  8.48it/s]
ITERATION - loss: 33.29: 100%|██████████| 13/13 [00:49<00:00,  8.48it/s]
                                                                        

Training Results - Epoch: 22 Metrics: mse: 0.433, avep: 0.901, top5: 0.902, frac_mc: 0.819, top1: 0.970, mae: 0.539, loss: 83.005

ITERATION - loss: 33.29:   0%|          | 0/13 [00:50<00:01,  8.48it/s]
                                                                       

Validation Results - Epoch: 22 Metrics: mse: 0.468, avep: 0.888, top5: 0.884, frac_mc: 0.808, top1: 0.940, mae: 0.568, loss: 84.139

ITERATION - loss: 33.29:   0%|          | 0/13 [00:50<00:01,  8.48it/s]
ITERATION - loss: 80.31:  15%|█▌        | 2/13 [00:50<00:03,  3.58it/s]
ITERATION - loss: 76.82:  31%|███       | 4/13 [00:50<00:01,  4.51it/s]
ITERATION - loss: 90.35:  46%|████▌     | 6/13 [00:51<00:01,  5.55it/s]
ITERATION - loss: 80.59:  62%|██████▏   | 8/13 [00:51<00:00,  6.63it/s]
ITERATION - loss: 84.27:  77%|███████▋  | 10/13 [00:51<00:00,  7.82it/s]
ITERATION - loss: 76.40:  92%|█████████▏| 12/13 [00:51<00:00,  8.65it/s]
ITERATION - loss: 48.68: 100%|██████████| 13/13 [00:51<00:00,  8.65it/s]
                                                                        

Training Results - Epoch: 23 Metrics: mse: 0.635, avep: 0.903, top5: 0.903, frac_mc: 0.822, top1: 0.970, mae: 0.645, loss: 81.497

ITERATION - loss: 48.68:   0%|          | 0/13 [00:52<00:01,  8.65it/s]
                                                                       

Validation Results - Epoch: 23 Metrics: mse: 0.697, avep: 0.891, top5: 0.884, frac_mc: 0.808, top1: 0.930, mae: 0.679, loss: 82.900

ITERATION - loss: 48.68:   0%|          | 0/13 [00:52<00:01,  8.65it/s]
ITERATION - loss: 67.52:  15%|█▌        | 2/13 [00:52<00:03,  3.51it/s]
ITERATION - loss: 74.14:  31%|███       | 4/13 [00:53<00:02,  4.47it/s]
ITERATION - loss: 68.33:  46%|████▌     | 6/13 [00:53<00:01,  5.52it/s]
ITERATION - loss: 81.78:  62%|██████▏   | 8/13 [00:53<00:00,  6.60it/s]
ITERATION - loss: 101.18:  77%|███████▋  | 10/13 [00:53<00:00,  7.60it/s]
ITERATION - loss: 80.01:  92%|█████████▏| 12/13 [00:53<00:00,  8.53it/s] 
ITERATION - loss: 42.21: 100%|██████████| 13/13 [00:53<00:00,  8.53it/s]
                                                                        

Training Results - Epoch: 24 Metrics: mse: 0.609, avep: 0.903, top5: 0.902, frac_mc: 0.824, top1: 0.970, mae: 0.635, loss: 81.912

ITERATION - loss: 42.21:   0%|          | 0/13 [00:54<00:01,  8.53it/s]
                                                                       

Validation Results - Epoch: 24 Metrics: mse: 0.670, avep: 0.893, top5: 0.882, frac_mc: 0.809, top1: 0.940, mae: 0.669, loss: 83.095

ITERATION - loss: 42.21:   0%|          | 0/13 [00:54<00:01,  8.53it/s]
ITERATION - loss: 82.16:  15%|█▌        | 2/13 [00:55<00:03,  3.43it/s]
ITERATION - loss: 98.30:  31%|███       | 4/13 [00:55<00:02,  4.39it/s]
ITERATION - loss: 88.49:  46%|████▌     | 6/13 [00:55<00:01,  5.44it/s]
ITERATION - loss: 79.01:  62%|██████▏   | 8/13 [00:55<00:00,  6.41it/s]
ITERATION - loss: 81.05:  77%|███████▋  | 10/13 [00:55<00:00,  7.39it/s]
ITERATION - loss: 71.72:  92%|█████████▏| 12/13 [00:55<00:00,  8.34it/s]
ITERATION - loss: 30.28: 100%|██████████| 13/13 [00:56<00:00,  8.34it/s]
Training Results - Epoch: 25 Metrics: mse: 0.574, avep: 0.903, top5: 0.904, frac_mc: 0.824, top1: 0.970, mae: 0.621, loss: 81.535

                                                                        

ITERATION - loss: 30.28:   0%|          | 0/13 [00:56<00:01,  8.34it/s]
                                                                       

ITERATION - loss: 30.28:   0%|          | 0/13 [00:57<00:01,  8.34it/s]
Validation Results - Epoch: 25 Metrics: mse: 0.631, avep: 0.893, top5: 0.888, frac_mc: 0.807, top1: 0.940, mae: 0.654, loss: 83.043

ITERATION - loss: 101.99:  15%|█▌        | 2/13 [00:57<00:03,  3.53it/s]
ITERATION - loss: 65.72:  31%|███       | 4/13 [00:57<00:02,  4.45it/s] 
ITERATION - loss: 80.58:  46%|████▌     | 6/13 [00:57<00:01,  5.44it/s]
ITERATION - loss: 62.31:  62%|██████▏   | 8/13 [00:57<00:00,  6.38it/s]
ITERATION - loss: 85.78:  77%|███████▋  | 10/13 [00:58<00:00,  7.41it/s]
ITERATION - loss: 90.32:  92%|█████████▏| 12/13 [00:58<00:00,  8.58it/s]
ITERATION - loss: 42.26: 100%|██████████| 13/13 [00:58<00:00,  8.58it/s]
                                                                        

Training Results - Epoch: 26 Metrics: mse: 0.518, avep: 0.903, top5: 0.903, frac_mc: 0.823, top1: 0.965, mae: 0.594, loss: 81.762

ITERATION - loss: 42.26:   0%|          | 0/13 [00:59<00:01,  8.58it/s]
                                                                       

Validation Results - Epoch: 26 Metrics: mse: 0.568, avep: 0.893, top5: 0.882, frac_mc: 0.811, top1: 0.950, mae: 0.626, loss: 82.515

ITERATION - loss: 42.26:   0%|          | 0/13 [00:59<00:01,  8.58it/s]
ITERATION - loss: 76.44:  15%|█▌        | 2/13 [00:59<00:03,  3.56it/s]
ITERATION - loss: 68.14:  31%|███       | 4/13 [00:59<00:02,  4.48it/s]
ITERATION - loss: 97.47:  46%|████▌     | 6/13 [00:59<00:01,  5.49it/s]
ITERATION - loss: 90.68:  62%|██████▏   | 8/13 [00:59<00:00,  6.59it/s]
ITERATION - loss: 76.78:  77%|███████▋  | 10/13 [01:00<00:00,  7.33it/s]
ITERATION - loss: 83.61:  92%|█████████▏| 12/13 [01:00<00:00,  8.21it/s]
ITERATION - loss: 45.56: 100%|██████████| 13/13 [01:00<00:00,  8.21it/s]
                                                                        
Training Results - Epoch: 27 Metrics: mse: 0.568, avep: 0.903, top5: 0.903, frac_mc: 0.824, top1: 0.968, mae: 0.620, loss: 81.886

ITERATION - loss: 45.56:   0%|          | 0/13 [01:01<00:01,  8.21it/s]
                                                                       

Validation Results - Epoch: 27 Metrics: mse: 0.625, avep: 0.893, top5: 0.886, frac_mc: 0.811, top1: 0.940, mae: 0.652, loss: 82.892

ITERATION - loss: 45.56:   0%|          | 0/13 [01:01<00:01,  8.21it/s]
ITERATION - loss: 89.05:  15%|█▌        | 2/13 [01:01<00:03,  3.45it/s]
ITERATION - loss: 82.42:  31%|███       | 4/13 [01:01<00:02,  4.31it/s]
ITERATION - loss: 100.37:  46%|████▌     | 6/13 [01:02<00:01,  5.35it/s]
ITERATION - loss: 88.95:  62%|██████▏   | 8/13 [01:02<00:00,  6.41it/s] 
ITERATION - loss: 73.49:  77%|███████▋  | 10/13 [01:02<00:00,  7.42it/s]
ITERATION - loss: 91.91:  92%|█████████▏| 12/13 [01:02<00:00,  8.27it/s]
ITERATION - loss: 30.81: 100%|██████████| 13/13 [01:02<00:00,  8.27it/s]
                                                                        

Training Results - Epoch: 28 Metrics: mse: 0.532, avep: 0.903, top5: 0.901, frac_mc: 0.824, top1: 0.965, mae: 0.602, loss: 81.244

ITERATION - loss: 30.81:   0%|          | 0/13 [01:03<00:01,  8.27it/s]
                                                                       
Validation Results - Epoch: 28 Metrics: mse: 0.584, avep: 0.894, top5: 0.886, frac_mc: 0.811, top1: 0.940, mae: 0.635, loss: 82.390


ITERATION - loss: 30.81:   0%|          | 0/13 [01:03<00:01,  8.27it/s]
ITERATION - loss: 76.44:  15%|█▌        | 2/13 [01:04<00:03,  3.40it/s]
ITERATION - loss: 105.86:  31%|███       | 4/13 [01:04<00:02,  4.30it/s]
ITERATION - loss: 63.11:  46%|████▌     | 6/13 [01:04<00:01,  5.27it/s] 
ITERATION - loss: 71.23:  62%|██████▏   | 8/13 [01:04<00:00,  6.31it/s]
ITERATION - loss: 85.12:  77%|███████▋  | 10/13 [01:04<00:00,  7.31it/s]
ITERATION - loss: 76.42:  92%|█████████▏| 12/13 [01:04<00:00,  8.05it/s]
ITERATION - loss: 42.42: 100%|██████████| 13/13 [01:04<00:00,  8.05it/s]
                                                                        

Training Results - Epoch: 29 Metrics: mse: 0.498, avep: 0.903, top5: 0.904, frac_mc: 0.823, top1: 0.968, mae: 0.586, loss: 81.830

ITERATION - loss: 42.42:   0%|          | 0/13 [01:05<00:01,  8.05it/s]
Validation Results - Epoch: 29 Metrics: mse: 0.546, avep: 0.894, top5: 0.888, frac_mc: 0.811, top1: 0.940, mae: 0.618, loss: 82.223
                                                                       


ITERATION - loss: 42.42:   0%|          | 0/13 [01:06<00:01,  8.05it/s]
ITERATION - loss: 93.61:  15%|█▌        | 2/13 [01:06<00:03,  3.21it/s]
ITERATION - loss: 60.07:  31%|███       | 4/13 [01:06<00:02,  4.08it/s]
ITERATION - loss: 95.13:  46%|████▌     | 6/13 [01:06<00:01,  5.06it/s]
ITERATION - loss: 105.16:  54%|█████▍    | 7/13 [01:06<00:01,  5.91it/s]
ITERATION - loss: 101.63:  69%|██████▉   | 9/13 [01:07<00:00,  6.99it/s]
ITERATION - loss: 82.08:  85%|████████▍ | 11/13 [01:07<00:00,  7.71it/s]
ITERATION - loss: 39.18: 100%|██████████| 13/13 [01:07<00:00,  7.91it/s]
ITERATION - loss: 39.18: 100%|██████████| 13/13 [01:07<00:00,  7.91it/s]
                                                                        

Training Results - Epoch: 30 Metrics: mse: 0.407, avep: 0.903, top5: 0.902, frac_mc: 0.822, top1: 0.968, mae: 0.504, loss: 82.001

ITERATION - loss: 39.18:   0%|          | 0/13 [01:08<00:01,  7.91it/s]
                                                                       

Validation Results - Epoch: 30 Metrics: mse: 0.431, avep: 0.895, top5: 0.890, frac_mc: 0.813, top1: 0.950, mae: 0.532, loss: 82.496

ITERATION - loss: 39.18:   0%|          | 0/13 [01:08<00:01,  7.91it/s]
ITERATION - loss: 75.90:   8%|▊         | 1/13 [01:08<00:05,  2.04it/s]
ITERATION - loss: 101.14:  23%|██▎       | 3/13 [01:08<00:03,  2.72it/s]
ITERATION - loss: 93.36:  38%|███▊      | 5/13 [01:09<00:02,  3.54it/s] 
ITERATION - loss: 81.88:  46%|████▌     | 6/13 [01:09<00:01,  4.37it/s]
ITERATION - loss: 87.83:  62%|██████▏   | 8/13 [01:09<00:00,  5.35it/s]
ITERATION - loss: 77.60:  77%|███████▋  | 10/13 [01:09<00:00,  6.18it/s]
ITERATION - loss: 69.54:  92%|█████████▏| 12/13 [01:09<00:00,  7.14it/s]
ITERATION - loss: 32.48: 100%|██████████| 13/13 [01:09<00:00,  7.14it/s]
                                                                        

Training Results - Epoch: 31 Metrics: mse: 0.418, avep: 0.903, top5: 0.903, frac_mc: 0.822, top1: 0.968, mae: 0.524, loss: 81.401

ITERATION - loss: 32.48:   0%|          | 0/13 [01:10<00:01,  7.14it/s]
                                                                       

Validation Results - Epoch: 31 Metrics: mse: 0.450, avep: 0.893, top5: 0.890, frac_mc: 0.811, top1: 0.950, mae: 0.554, loss: 82.913

ITERATION - loss: 32.48:   0%|          | 0/13 [01:11<00:01,  7.14it/s]
ITERATION - loss: 72.04:  15%|█▌        | 2/13 [01:11<00:03,  3.07it/s]
ITERATION - loss: 85.25:  31%|███       | 4/13 [01:11<00:02,  3.96it/s]
ITERATION - loss: 90.54:  46%|████▌     | 6/13 [01:11<00:01,  4.95it/s]
ITERATION - loss: 71.41:  62%|██████▏   | 8/13 [01:11<00:00,  6.11it/s]
ITERATION - loss: 89.70:  77%|███████▋  | 10/13 [01:12<00:00,  6.55it/s]
ITERATION - loss: 90.04:  92%|█████████▏| 12/13 [01:12<00:00,  6.52it/s]
ITERATION - loss: 47.04: 100%|██████████| 13/13 [01:12<00:00,  6.52it/s]
                                                                        

Training Results - Epoch: 32 Metrics: mse: 0.417, avep: 0.904, top5: 0.903, frac_mc: 0.821, top1: 0.968, mae: 0.521, loss: 81.019

ITERATION - loss: 47.04:   0%|          | 0/13 [01:13<00:01,  6.52it/s]
                                                                       
Validation Results - Epoch: 32 Metrics: mse: 0.447, avep: 0.895, top5: 0.888, frac_mc: 0.812, top1: 0.950, mae: 0.552, loss: 81.948


ITERATION - loss: 47.04:   0%|          | 0/13 [01:13<00:01,  6.52it/s]
ITERATION - loss: 69.63:   8%|▊         | 1/13 [01:13<00:06,  1.83it/s]
ITERATION - loss: 99.72:  23%|██▎       | 3/13 [01:13<00:04,  2.45it/s]
ITERATION - loss: 96.21:  31%|███       | 4/13 [01:14<00:03,  2.89it/s]
ITERATION - loss: 103.89:  38%|███▊      | 5/13 [01:14<00:02,  3.61it/s]
ITERATION - loss: 65.76:  46%|████▌     | 6/13 [01:14<00:01,  4.22it/s] 
ITERATION - loss: 91.59:  62%|██████▏   | 8/13 [01:14<00:00,  5.21it/s]
ITERATION - loss: 76.19:  69%|██████▉   | 9/13 [01:14<00:00,  6.05it/s]
ITERATION - loss: 65.91:  85%|████████▍ | 11/13 [01:14<00:00,  7.04it/s]
ITERATION - loss: 37.43: 100%|██████████| 13/13 [01:15<00:00,  8.33it/s]
ITERATION - loss: 37.43: 100%|██████████| 13/13 [01:15<00:00,  8.33it/s]
Training Results - Epoch: 33 Metrics: mse: 0.408, avep: 0.905, top5: 0.905, frac_mc: 0.823, top1: 0.973, mae: 0.495, loss: 80.941

                                                                        

ITERATION - loss: 37.43:   0%|          | 0/13 [01:16<00:01,  8.33it/s]
                                                                       

Validation Results - Epoch: 33 Metrics: mse: 0.428, avep: 0.896, top5: 0.888, frac_mc: 0.813, top1: 0.940, mae: 0.523, loss: 81.743

ITERATION - loss: 37.43:   0%|          | 0/13 [01:16<00:01,  8.33it/s]
ITERATION - loss: 99.74:  15%|█▌        | 2/13 [01:16<00:03,  3.25it/s]
ITERATION - loss: 72.72:  31%|███       | 4/13 [01:16<00:02,  4.11it/s]
ITERATION - loss: 74.26:  46%|████▌     | 6/13 [01:16<00:01,  5.01it/s]
ITERATION - loss: 83.50:  62%|██████▏   | 8/13 [01:17<00:00,  5.96it/s]
ITERATION - loss: 69.55:  69%|██████▉   | 9/13 [01:17<00:00,  6.77it/s]
ITERATION - loss: 68.40:  85%|████████▍ | 11/13 [01:17<00:00,  7.74it/s]
ITERATION - loss: 46.72: 100%|██████████| 13/13 [01:17<00:00,  9.11it/s]
ITERATION - loss: 46.72: 100%|██████████| 13/13 [01:17<00:00,  9.11it/s]
Training Results - Epoch: 34 Metrics: mse: 0.479, avep: 0.905, top5: 0.903, frac_mc: 0.825, top1: 0.975, mae: 0.577, loss: 80.709

                                                                        

ITERATION - loss: 46.72:   0%|          | 0/13 [01:18<00:01,  9.11it/s]
Validation Results - Epoch: 34 Metrics: mse: 0.523, avep: 0.894, top5: 0.892, frac_mc: 0.813, top1: 0.940, mae: 0.608, loss: 81.867

                                                                       

ITERATION - loss: 46.72:   0%|          | 0/13 [01:18<00:01,  9.11it/s]
ITERATION - loss: 81.66:  15%|█▌        | 2/13 [01:18<00:03,  3.62it/s]
ITERATION - loss: 83.99:  31%|███       | 4/13 [01:18<00:01,  4.59it/s]
ITERATION - loss: 84.76:  46%|████▌     | 6/13 [01:19<00:01,  5.60it/s]
ITERATION - loss: 69.52:  62%|██████▏   | 8/13 [01:19<00:00,  6.67it/s]
ITERATION - loss: 80.76:  77%|███████▋  | 10/13 [01:19<00:00,  7.72it/s]
ITERATION - loss: 81.40:  92%|█████████▏| 12/13 [01:19<00:00,  8.54it/s]
ITERATION - loss: 22.88: 100%|██████████| 13/13 [01:19<00:00,  8.54it/s]
                                                                        

Training Results - Epoch: 35 Metrics: mse: 0.414, avep: 0.904, top5: 0.903, frac_mc: 0.823, top1: 0.968, mae: 0.510, loss: 80.283

ITERATION - loss: 22.88:   0%|          | 0/13 [01:20<00:01,  8.54it/s]
Validation Results - Epoch: 35 Metrics: mse: 0.440, avep: 0.896, top5: 0.890, frac_mc: 0.811, top1: 0.940, mae: 0.539, loss: 81.026

                                                                       

ITERATION - loss: 22.88:   0%|          | 0/13 [01:20<00:01,  8.54it/s]
ITERATION - loss: 101.97:  15%|█▌        | 2/13 [01:21<00:03,  3.37it/s]
ITERATION - loss: 91.84:  23%|██▎       | 3/13 [01:21<00:02,  4.03it/s] 
ITERATION - loss: 99.16:  31%|███       | 4/13 [01:21<00:01,  4.74it/s]
ITERATION - loss: 69.29:  38%|███▊      | 5/13 [01:21<00:01,  5.47it/s]
ITERATION - loss: 81.57:  46%|████▌     | 6/13 [01:21<00:01,  6.17it/s]
ITERATION - loss: 67.78:  62%|██████▏   | 8/13 [01:21<00:00,  7.30it/s]
ITERATION - loss: 80.44:  77%|███████▋  | 10/13 [01:21<00:00,  8.23it/s]
ITERATION - loss: 80.08:  92%|█████████▏| 12/13 [01:22<00:00,  8.82it/s]
ITERATION - loss: 35.83: 100%|██████████| 13/13 [01:22<00:00,  8.82it/s]
                                                                        

Training Results - Epoch: 36 Metrics: mse: 0.413, avep: 0.904, top5: 0.903, frac_mc: 0.821, top1: 0.968, mae: 0.490, loss: 80.246

ITERATION - loss: 35.83:   0%|          | 0/13 [01:23<00:01,  8.82it/s]
                                                                       

Validation Results - Epoch: 36 Metrics: mse: 0.430, avep: 0.896, top5: 0.892, frac_mc: 0.811, top1: 0.940, mae: 0.516, loss: 81.114

ITERATION - loss: 35.83:   0%|          | 0/13 [01:23<00:01,  8.82it/s]
ITERATION - loss: 117.85:  15%|█▌        | 2/13 [01:23<00:03,  3.61it/s]
ITERATION - loss: 70.03:  23%|██▎       | 3/13 [01:23<00:02,  4.42it/s] 
ITERATION - loss: 86.83:  38%|███▊      | 5/13 [01:23<00:01,  5.48it/s]
ITERATION - loss: 62.65:  54%|█████▍    | 7/13 [01:23<00:00,  6.48it/s]
ITERATION - loss: 71.60:  69%|██████▉   | 9/13 [01:24<00:00,  7.48it/s]
ITERATION - loss: 73.88:  85%|████████▍ | 11/13 [01:24<00:00,  8.47it/s]
ITERATION - loss: 47.89: 100%|██████████| 13/13 [01:24<00:00,  9.75it/s]
ITERATION - loss: 47.89: 100%|██████████| 13/13 [01:24<00:00,  9.75it/s]
                                                                        

Training Results - Epoch: 37 Metrics: mse: 0.418, avep: 0.904, top5: 0.906, frac_mc: 0.826, top1: 0.963, mae: 0.500, loss: 80.884

ITERATION - loss: 47.89:   0%|          | 0/13 [01:25<00:01,  9.75it/s]
                                                                       

Validation Results - Epoch: 37 Metrics: mse: 0.439, avep: 0.893, top5: 0.890, frac_mc: 0.816, top1: 0.940, mae: 0.529, loss: 81.530

ITERATION - loss: 47.89:   0%|          | 0/13 [01:25<00:01,  9.75it/s]
ITERATION - loss: 70.26:  15%|█▌        | 2/13 [01:25<00:02,  3.69it/s]
ITERATION - loss: 83.43:  31%|███       | 4/13 [01:25<00:01,  4.62it/s]
ITERATION - loss: 91.84:  46%|████▌     | 6/13 [01:26<00:01,  5.67it/s]
ITERATION - loss: 66.82:  62%|██████▏   | 8/13 [01:26<00:00,  6.67it/s]
ITERATION - loss: 85.02:  77%|███████▋  | 10/13 [01:26<00:00,  7.64it/s]
ITERATION - loss: 81.07:  92%|█████████▏| 12/13 [01:26<00:00,  8.43it/s]
ITERATION - loss: 45.41: 100%|██████████| 13/13 [01:26<00:00,  8.43it/s]
                                                                        

Training Results - Epoch: 38 Metrics: mse: 0.439, avep: 0.904, top5: 0.905, frac_mc: 0.826, top1: 0.968, mae: 0.547, loss: 80.363

ITERATION - loss: 45.41:   0%|          | 0/13 [01:27<00:01,  8.43it/s]
                                                                       
Validation Results - Epoch: 38 Metrics: mse: 0.475, avep: 0.897, top5: 0.892, frac_mc: 0.812, top1: 0.940, mae: 0.578, loss: 81.643

ITERATION - loss: 45.41:   0%|          | 0/13 [01:27<00:01,  8.43it/s]
ITERATION - loss: 94.16:  15%|█▌        | 2/13 [01:27<00:03,  3.52it/s]
ITERATION - loss: 107.26:  31%|███       | 4/13 [01:28<00:02,  4.46it/s]
ITERATION - loss: 75.28:  46%|████▌     | 6/13 [01:28<00:01,  5.49it/s] 
ITERATION - loss: 77.12:  62%|██████▏   | 8/13 [01:28<00:00,  6.55it/s]
ITERATION - loss: 65.72:  77%|███████▋  | 10/13 [01:28<00:00,  7.54it/s]
ITERATION - loss: 76.34:  92%|█████████▏| 12/13 [01:28<00:00,  8.61it/s]
ITERATION - loss: 28.33: 100%|██████████| 13/13 [01:28<00:00,  8.61it/s]
Training Results - Epoch: 39 Metrics: mse: 0.489, avep: 0.907, top5: 0.906, frac_mc: 0.828, top1: 0.975, mae: 0.530, loss: 79.285
                                                                        

ITERATION - loss: 28.33:   0%|          | 0/13 [01:29<00:01,  8.61it/s]
                                                                       

Validation Results - Epoch: 39 Metrics: mse: 0.490, avep: 0.897, top5: 0.894, frac_mc: 0.819, top1: 0.940, mae: 0.545, loss: 80.701

ITERATION - loss: 28.33:   0%|          | 0/13 [01:29<00:01,  8.61it/s]
ITERATION - loss: 62.98:  15%|█▌        | 2/13 [01:30<00:03,  3.56it/s]
ITERATION - loss: 69.75:  31%|███       | 4/13 [01:30<00:02,  4.39it/s]
ITERATION - loss: 86.89:  46%|████▌     | 6/13 [01:30<00:01,  5.40it/s]
ITERATION - loss: 74.23:  62%|██████▏   | 8/13 [01:30<00:00,  6.43it/s]
ITERATION - loss: 88.35:  77%|███████▋  | 10/13 [01:30<00:00,  7.52it/s]
ITERATION - loss: 92.96:  92%|█████████▏| 12/13 [01:30<00:00,  8.43it/s]
ITERATION - loss: 57.02: 100%|██████████| 13/13 [01:30<00:00,  8.43it/s]
                                                                        

Training Results - Epoch: 40 Metrics: mse: 0.493, avep: 0.906, top5: 0.906, frac_mc: 0.826, top1: 0.970, mae: 0.534, loss: 79.019

ITERATION - loss: 57.02:   0%|          | 0/13 [01:31<00:01,  8.43it/s]
                                                                       

Validation Results - Epoch: 40 Metrics: mse: 0.493, avep: 0.897, top5: 0.896, frac_mc: 0.812, top1: 0.940, mae: 0.549, loss: 80.428

ITERATION - loss: 57.02:   0%|          | 0/13 [01:32<00:01,  8.43it/s]
ITERATION - loss: 106.97:  15%|█▌        | 2/13 [01:32<00:03,  3.45it/s]
ITERATION - loss: 69.03:  31%|███       | 4/13 [01:32<00:02,  4.39it/s] 
ITERATION - loss: 95.39:  46%|████▌     | 6/13 [01:32<00:01,  5.43it/s]
ITERATION - loss: 79.65:  62%|██████▏   | 8/13 [01:32<00:00,  6.25it/s]
ITERATION - loss: 68.85:  77%|███████▋  | 10/13 [01:33<00:00,  7.07it/s]
ITERATION - loss: 97.13:  92%|█████████▏| 12/13 [01:33<00:00,  7.88it/s]
ITERATION - loss: 41.60: 100%|██████████| 13/13 [01:33<00:00,  7.88it/s]
                                                                        

Training Results - Epoch: 41 Metrics: mse: 0.557, avep: 0.906, top5: 0.905, frac_mc: 0.827, top1: 0.968, mae: 0.593, loss: 78.486

ITERATION - loss: 41.60:   0%|          | 0/13 [01:34<00:01,  7.88it/s]
                                                                       

Validation Results - Epoch: 41 Metrics: mse: 0.547, avep: 0.898, top5: 0.894, frac_mc: 0.816, top1: 0.940, mae: 0.598, loss: 79.893

ITERATION - loss: 41.60:   0%|          | 0/13 [01:34<00:01,  7.88it/s]
ITERATION - loss: 76.53:  15%|█▌        | 2/13 [01:34<00:03,  3.44it/s]
ITERATION - loss: 98.12:  31%|███       | 4/13 [01:34<00:02,  4.40it/s]
ITERATION - loss: 77.53:  46%|████▌     | 6/13 [01:34<00:01,  5.43it/s]
ITERATION - loss: 96.61:  62%|██████▏   | 8/13 [01:35<00:00,  6.45it/s]
ITERATION - loss: 79.73:  77%|███████▋  | 10/13 [01:35<00:00,  7.47it/s]
ITERATION - loss: 105.27:  92%|█████████▏| 12/13 [01:35<00:00,  8.49it/s]
ITERATION - loss: 39.38: 100%|██████████| 13/13 [01:35<00:00,  8.49it/s] 
                                                                        

ITERATION - loss: 39.38:   0%|          | 0/13 [01:36<00:01,  8.49it/s]
Training Results - Epoch: 42 Metrics: mse: 0.492, avep: 0.906, top5: 0.907, frac_mc: 0.827, top1: 0.970, mae: 0.530, loss: 78.823

                                                                       

Validation Results - Epoch: 42 Metrics: mse: 0.494, avep: 0.898, top5: 0.896, frac_mc: 0.816, top1: 0.950, mae: 0.546, loss: 80.175

ITERATION - loss: 39.38:   0%|          | 0/13 [01:36<00:01,  8.49it/s]
ITERATION - loss: 81.65:  15%|█▌        | 2/13 [01:36<00:03,  3.43it/s]
ITERATION - loss: 77.38:  31%|███       | 4/13 [01:36<00:02,  4.34it/s]
ITERATION - loss: 72.78:  46%|████▌     | 6/13 [01:37<00:01,  5.36it/s]
ITERATION - loss: 69.83:  62%|██████▏   | 8/13 [01:37<00:00,  6.42it/s]
ITERATION - loss: 82.71:  77%|███████▋  | 10/13 [01:37<00:00,  7.42it/s]
ITERATION - loss: 70.66:  92%|█████████▏| 12/13 [01:37<00:00,  8.35it/s]
ITERATION - loss: 60.13: 100%|██████████| 13/13 [01:37<00:00,  8.35it/s]
                                                                        

Training Results - Epoch: 43 Metrics: mse: 0.960, avep: 0.906, top5: 0.903, frac_mc: 0.826, top1: 0.968, mae: 0.850, loss: 79.137

ITERATION - loss: 60.13:   0%|          | 0/13 [01:38<00:01,  8.35it/s]
                                                                       

Validation Results - Epoch: 43 Metrics: mse: 0.920, avep: 0.896, top5: 0.898, frac_mc: 0.811, top1: 0.940, mae: 0.825, loss: 80.453

ITERATION - loss: 60.13:   0%|          | 0/13 [01:38<00:01,  8.35it/s]
ITERATION - loss: 83.28:  15%|█▌        | 2/13 [01:39<00:03,  3.45it/s]
ITERATION - loss: 71.25:  23%|██▎       | 3/13 [01:39<00:02,  4.21it/s]
ITERATION - loss: 99.53:  38%|███▊      | 5/13 [01:39<00:01,  5.18it/s]
ITERATION - loss: 99.75:  54%|█████▍    | 7/13 [01:39<00:00,  6.25it/s]
ITERATION - loss: 86.58:  69%|██████▉   | 9/13 [01:39<00:00,  7.25it/s]
ITERATION - loss: 82.06:  85%|████████▍ | 11/13 [01:39<00:00,  8.23it/s]
ITERATION - loss: 34.24: 100%|██████████| 13/13 [01:39<00:00,  9.41it/s]
ITERATION - loss: 34.24: 100%|██████████| 13/13 [01:39<00:00,  9.41it/s]
                                                                        

Training Results - Epoch: 44 Metrics: mse: 0.433, avep: 0.906, top5: 0.904, frac_mc: 0.827, top1: 0.968, mae: 0.519, loss: 81.540

ITERATION - loss: 34.24:   0%|          | 0/13 [01:40<00:01,  9.41it/s]
                                                                       

Validation Results - Epoch: 44 Metrics: mse: 0.458, avep: 0.898, top5: 0.896, frac_mc: 0.820, top1: 0.950, mae: 0.548, loss: 82.345

ITERATION - loss: 34.24:   0%|          | 0/13 [01:41<00:01,  9.41it/s]
ITERATION - loss: 88.30:  15%|█▌        | 2/13 [01:41<00:03,  3.62it/s]
ITERATION - loss: 72.11:  31%|███       | 4/13 [01:41<00:01,  4.54it/s]
ITERATION - loss: 75.90:  38%|███▊      | 5/13 [01:41<00:01,  5.35it/s]
ITERATION - loss: 81.30:  54%|█████▍    | 7/13 [01:41<00:00,  6.39it/s]
ITERATION - loss: 88.50:  69%|██████▉   | 9/13 [01:41<00:00,  7.37it/s]
ITERATION - loss: 64.57:  85%|████████▍ | 11/13 [01:42<00:00,  8.31it/s]
ITERATION - loss: 49.34: 100%|██████████| 13/13 [01:42<00:00,  9.60it/s]
ITERATION - loss: 49.34: 100%|██████████| 13/13 [01:42<00:00,  9.60it/s]
                                                                        

Training Results - Epoch: 45 Metrics: mse: 0.580, avep: 0.904, top5: 0.904, frac_mc: 0.821, top1: 0.968, mae: 0.613, loss: 80.137

ITERATION - loss: 49.34:   0%|          | 0/13 [01:43<00:01,  9.60it/s]
                                                                       

Validation Results - Epoch: 45 Metrics: mse: 0.568, avep: 0.896, top5: 0.900, frac_mc: 0.815, top1: 0.950, mae: 0.615, loss: 81.077

ITERATION - loss: 49.34:   0%|          | 0/13 [01:43<00:01,  9.60it/s]
ITERATION - loss: 77.17:  15%|█▌        | 2/13 [01:43<00:02,  3.77it/s]
ITERATION - loss: 70.40:  31%|███       | 4/13 [01:43<00:01,  4.75it/s]
ITERATION - loss: 98.99:  46%|████▌     | 6/13 [01:43<00:01,  5.83it/s]
ITERATION - loss: 67.80:  62%|██████▏   | 8/13 [01:44<00:00,  6.83it/s]
ITERATION - loss: 75.63:  77%|███████▋  | 10/13 [01:44<00:00,  7.84it/s]
ITERATION - loss: 71.64:  92%|█████████▏| 12/13 [01:44<00:00,  8.62it/s]
ITERATION - loss: 40.36: 100%|██████████| 13/13 [01:44<00:00,  8.62it/s]
                                                                        

Training Results - Epoch: 46 Metrics: mse: 0.549, avep: 0.907, top5: 0.907, frac_mc: 0.830, top1: 0.970, mae: 0.580, loss: 79.247

ITERATION - loss: 40.36:   0%|          | 0/13 [01:45<00:01,  8.62it/s]
Validation Results - Epoch: 46 Metrics: mse: 0.542, avep: 0.898, top5: 0.900, frac_mc: 0.828, top1: 0.940, mae: 0.588, loss: 79.897

                                                                       

ITERATION - loss: 40.36:   0%|          | 0/13 [01:45<00:01,  8.62it/s]
ITERATION - loss: 84.08:  15%|█▌        | 2/13 [01:45<00:03,  3.53it/s]
ITERATION - loss: 92.42:  31%|███       | 4/13 [01:45<00:01,  4.50it/s]
ITERATION - loss: 84.25:  46%|████▌     | 6/13 [01:46<00:01,  5.48it/s]
ITERATION - loss: 60.01:  62%|██████▏   | 8/13 [01:46<00:00,  6.54it/s]
ITERATION - loss: 89.31:  77%|███████▋  | 10/13 [01:46<00:00,  7.46it/s]
ITERATION - loss: 69.63:  92%|█████████▏| 12/13 [01:46<00:00,  8.47it/s]
ITERATION - loss: 37.76: 100%|██████████| 13/13 [01:46<00:00,  8.47it/s]
                                                                        

Training Results - Epoch: 47 Metrics: mse: 0.782, avep: 0.907, top5: 0.906, frac_mc: 0.826, top1: 0.970, mae: 0.751, loss: 77.854

ITERATION - loss: 37.76:   0%|          | 0/13 [01:47<00:01,  8.47it/s]
                                                                       

Validation Results - Epoch: 47 Metrics: mse: 0.758, avep: 0.898, top5: 0.896, frac_mc: 0.819, top1: 0.940, mae: 0.739, loss: 79.411

ITERATION - loss: 37.76:   0%|          | 0/13 [01:47<00:01,  8.47it/s]
ITERATION - loss: 68.76:  15%|█▌        | 2/13 [01:47<00:03,  3.47it/s]
ITERATION - loss: 102.45:  31%|███       | 4/13 [01:48<00:02,  4.38it/s]
ITERATION - loss: 74.98:  38%|███▊      | 5/13 [01:48<00:01,  5.22it/s] 
ITERATION - loss: 86.90:  54%|█████▍    | 7/13 [01:48<00:00,  6.27it/s]
ITERATION - loss: 77.64:  69%|██████▉   | 9/13 [01:48<00:00,  7.19it/s]
ITERATION - loss: 87.93:  85%|████████▍ | 11/13 [01:48<00:00,  8.05it/s]
ITERATION - loss: 40.75: 100%|██████████| 13/13 [01:48<00:00,  9.37it/s]
ITERATION - loss: 40.75: 100%|██████████| 13/13 [01:48<00:00,  9.37it/s]
Training Results - Epoch: 48 Metrics: mse: 1.215, avep: 0.906, top5: 0.904, frac_mc: 0.824, top1: 0.968, mae: 0.965, loss: 79.319

                                                                        

ITERATION - loss: 40.75:   0%|          | 0/13 [01:49<00:01,  9.37it/s]
                                                                       

Validation Results - Epoch: 48 Metrics: mse: 1.163, avep: 0.898, top5: 0.902, frac_mc: 0.815, top1: 0.950, mae: 0.929, loss: 80.058

ITERATION - loss: 40.75:   0%|          | 0/13 [01:50<00:01,  9.37it/s]
ITERATION - loss: 77.49:  15%|█▌        | 2/13 [01:50<00:02,  3.71it/s]
ITERATION - loss: 75.38:  31%|███       | 4/13 [01:50<00:01,  4.64it/s]
ITERATION - loss: 79.23:  46%|████▌     | 6/13 [01:50<00:01,  5.65it/s]
ITERATION - loss: 84.02:  62%|██████▏   | 8/13 [01:50<00:00,  6.72it/s]
ITERATION - loss: 80.03:  77%|███████▋  | 10/13 [01:50<00:00,  7.73it/s]
ITERATION - loss: 79.06:  92%|█████████▏| 12/13 [01:51<00:00,  8.51it/s]
ITERATION - loss: 34.04: 100%|██████████| 13/13 [01:51<00:00,  8.51it/s]
                                                                        

Training Results - Epoch: 49 Metrics: mse: 0.761, avep: 0.908, top5: 0.906, frac_mc: 0.830, top1: 0.970, mae: 0.734, loss: 78.428

ITERATION - loss: 34.04:   0%|          | 0/13 [01:52<00:01,  8.51it/s]
                                                                       

Validation Results - Epoch: 49 Metrics: mse: 0.739, avep: 0.899, top5: 0.900, frac_mc: 0.822, top1: 0.940, mae: 0.726, loss: 79.729

ITERATION - loss: 34.04:   0%|          | 0/13 [01:52<00:01,  8.51it/s]
ITERATION - loss: 87.38:  15%|█▌        | 2/13 [01:52<00:03,  3.43it/s]
ITERATION - loss: 96.09:  31%|███       | 4/13 [01:52<00:02,  4.36it/s]
ITERATION - loss: 51.99:  46%|████▌     | 6/13 [01:52<00:01,  5.35it/s]
ITERATION - loss: 84.28:  62%|██████▏   | 8/13 [01:52<00:00,  6.43it/s]
ITERATION - loss: 59.08:  77%|███████▋  | 10/13 [01:53<00:00,  7.40it/s]
ITERATION - loss: 91.09:  92%|█████████▏| 12/13 [01:53<00:00,  8.12it/s]
ITERATION - loss: 39.47: 100%|██████████| 13/13 [01:53<00:00,  8.12it/s]
                                                                        

Training Results - Epoch: 50 Metrics: mse: 1.249, avep: 0.909, top5: 0.905, frac_mc: 0.830, top1: 0.970, mae: 0.978, loss: 77.074

ITERATION - loss: 39.47:   0%|          | 0/13 [01:54<00:01,  8.12it/s]
                                                                       

Validation Results - Epoch: 50 Metrics: mse: 1.199, avep: 0.901, top5: 0.900, frac_mc: 0.822, top1: 0.940, mae: 0.943, loss: 77.255

ITERATION - loss: 39.47:   0%|          | 0/13 [01:54<00:01,  8.12it/s]
ITERATION - loss: 58.59:  15%|█▌        | 2/13 [01:54<00:03,  3.50it/s]
ITERATION - loss: 90.56:  31%|███       | 4/13 [01:54<00:02,  4.45it/s]
ITERATION - loss: 73.66:  46%|████▌     | 6/13 [01:54<00:01,  5.47it/s]
ITERATION - loss: 82.14:  62%|██████▏   | 8/13 [01:55<00:00,  6.40it/s]
ITERATION - loss: 71.84:  77%|███████▋  | 10/13 [01:55<00:00,  7.35it/s]
ITERATION - loss: 75.49:  92%|█████████▏| 12/13 [01:55<00:00,  8.36it/s]
ITERATION - loss: 33.96: 100%|██████████| 13/13 [01:55<00:00,  8.36it/s]
Training Results - Epoch: 51 Metrics: mse: 1.035, avep: 0.909, top5: 0.909, frac_mc: 0.829, top1: 0.970, mae: 0.883, loss: 77.189

                                                                        

ITERATION - loss: 33.96:   0%|          | 0/13 [01:56<00:01,  8.36it/s]
                                                                       

Validation Results - Epoch: 51 Metrics: mse: 0.998, avep: 0.901, top5: 0.900, frac_mc: 0.820, top1: 0.940, mae: 0.860, loss: 78.777

ITERATION - loss: 33.96:   0%|          | 0/13 [01:56<00:01,  8.36it/s]
ITERATION - loss: 75.71:  15%|█▌        | 2/13 [01:56<00:03,  3.52it/s]
ITERATION - loss: 76.41:  23%|██▎       | 3/13 [01:56<00:02,  4.37it/s]
ITERATION - loss: 69.85:  38%|███▊      | 5/13 [01:57<00:01,  5.37it/s]
ITERATION - loss: 87.59:  54%|█████▍    | 7/13 [01:57<00:00,  6.36it/s]
ITERATION - loss: 84.18:  69%|██████▉   | 9/13 [01:57<00:00,  7.44it/s]
ITERATION - loss: 79.43:  85%|████████▍ | 11/13 [01:57<00:00,  8.29it/s]
ITERATION - loss: 32.94: 100%|██████████| 13/13 [01:57<00:00,  9.63it/s]
ITERATION - loss: 32.94: 100%|██████████| 13/13 [01:57<00:00,  9.63it/s]
                                                                        

Training Results - Epoch: 52 Metrics: mse: 2.287, avep: 0.908, top5: 0.907, frac_mc: 0.827, top1: 0.968, mae: 1.384, loss: 78.167

ITERATION - loss: 32.94:   0%|          | 0/13 [01:58<00:01,  9.63it/s]
                                                                       

Validation Results - Epoch: 52 Metrics: mse: 2.200, avep: 0.898, top5: 0.904, frac_mc: 0.817, top1: 0.940, mae: 1.339, loss: 78.663

ITERATION - loss: 32.94:   0%|          | 0/13 [01:58<00:01,  9.63it/s]
ITERATION - loss: 81.04:  15%|█▌        | 2/13 [01:59<00:02,  3.82it/s]
ITERATION - loss: 84.74:  31%|███       | 4/13 [01:59<00:01,  4.79it/s]
ITERATION - loss: 73.38:  46%|████▌     | 6/13 [01:59<00:01,  5.84it/s]
ITERATION - loss: 86.69:  62%|██████▏   | 8/13 [01:59<00:00,  6.88it/s]
ITERATION - loss: 62.17:  77%|███████▋  | 10/13 [01:59<00:00,  7.89it/s]
ITERATION - loss: 77.44:  92%|█████████▏| 12/13 [01:59<00:00,  8.79it/s]
ITERATION - loss: 26.78: 100%|██████████| 13/13 [01:59<00:00,  8.79it/s]
                                                                        

Training Results - Epoch: 53 Metrics: mse: 2.889, avep: 0.909, top5: 0.905, frac_mc: 0.831, top1: 0.965, mae: 1.585, loss: 77.607

ITERATION - loss: 26.78:   0%|          | 0/13 [02:00<00:01,  8.79it/s]
                                                                       

ITERATION - loss: 26.78:   0%|          | 0/13 [02:01<00:01,  8.79it/s]
Validation Results - Epoch: 53 Metrics: mse: 2.785, avep: 0.901, top5: 0.902, frac_mc: 0.825, top1: 0.940, mae: 1.541, loss: 77.222

ITERATION - loss: 82.81:  15%|█▌        | 2/13 [02:01<00:03,  3.41it/s]
ITERATION - loss: 82.51:  31%|███       | 4/13 [02:01<00:02,  4.34it/s]
ITERATION - loss: 80.51:  46%|████▌     | 6/13 [02:01<00:01,  5.41it/s]
ITERATION - loss: 79.91:  62%|██████▏   | 8/13 [02:01<00:00,  6.47it/s]
ITERATION - loss: 62.54:  77%|███████▋  | 10/13 [02:01<00:00,  7.43it/s]
ITERATION - loss: 87.87:  92%|█████████▏| 12/13 [02:02<00:00,  8.46it/s]
ITERATION - loss: 40.40: 100%|██████████| 13/13 [02:02<00:00,  8.46it/s]
                                                                        

Training Results - Epoch: 54 Metrics: mse: 2.098, avep: 0.909, top5: 0.907, frac_mc: 0.828, top1: 0.968, mae: 1.313, loss: 77.321

ITERATION - loss: 40.40:   0%|          | 0/13 [02:03<00:01,  8.46it/s]
                                                                       

Validation Results - Epoch: 54 Metrics: mse: 2.019, avep: 0.900, top5: 0.904, frac_mc: 0.822, top1: 0.940, mae: 1.266, loss: 78.443

ITERATION - loss: 40.40:   0%|          | 0/13 [02:03<00:01,  8.46it/s]
ITERATION - loss: 75.00:  15%|█▌        | 2/13 [02:03<00:03,  3.49it/s]
ITERATION - loss: 87.67:  31%|███       | 4/13 [02:03<00:02,  4.39it/s]
ITERATION - loss: 84.71:  46%|████▌     | 6/13 [02:03<00:01,  5.39it/s]
ITERATION - loss: 65.97:  54%|█████▍    | 7/13 [02:03<00:00,  6.25it/s]
ITERATION - loss: 82.39:  69%|██████▉   | 9/13 [02:04<00:00,  7.23it/s]
ITERATION - loss: 78.69:  85%|████████▍ | 11/13 [02:04<00:00,  8.19it/s]
ITERATION - loss: 38.39: 100%|██████████| 13/13 [02:04<00:00,  9.70it/s]
ITERATION - loss: 38.39: 100%|██████████| 13/13 [02:04<00:00,  9.70it/s]
                                                                        

Training Results - Epoch: 55 Metrics: mse: 1.367, avep: 0.910, top5: 0.909, frac_mc: 0.833, top1: 0.970, mae: 1.025, loss: 76.726

ITERATION - loss: 38.39:   0%|          | 0/13 [02:05<00:01,  9.70it/s]
                                                                       

Validation Results - Epoch: 55 Metrics: mse: 1.316, avep: 0.901, top5: 0.902, frac_mc: 0.822, top1: 0.940, mae: 0.987, loss: 79.379

ITERATION - loss: 38.39:   0%|          | 0/13 [02:05<00:01,  9.70it/s]
ITERATION - loss: 92.55:  15%|█▌        | 2/13 [02:05<00:02,  3.75it/s]
ITERATION - loss: 63.39:  31%|███       | 4/13 [02:05<00:01,  4.70it/s]
ITERATION - loss: 81.29:  46%|████▌     | 6/13 [02:06<00:01,  5.73it/s]
ITERATION - loss: 58.04:  62%|██████▏   | 8/13 [02:06<00:00,  6.80it/s]
ITERATION - loss: 78.73:  77%|███████▋  | 10/13 [02:06<00:00,  7.65it/s]
ITERATION - loss: 97.69:  92%|█████████▏| 12/13 [02:06<00:00,  8.52it/s]
ITERATION - loss: 45.71: 100%|██████████| 13/13 [02:06<00:00,  8.52it/s]
                                                                        

Training Results - Epoch: 56 Metrics: mse: 3.105, avep: 0.910, top5: 0.908, frac_mc: 0.829, top1: 0.968, mae: 1.649, loss: 75.630

ITERATION - loss: 45.71:   0%|          | 0/13 [02:07<00:01,  8.52it/s]
                                                                       

Validation Results - Epoch: 56 Metrics: mse: 3.001, avep: 0.903, top5: 0.906, frac_mc: 0.831, top1: 0.940, mae: 1.607, loss: 76.073

ITERATION - loss: 45.71:   0%|          | 0/13 [02:07<00:01,  8.52it/s]
ITERATION - loss: 82.62:  15%|█▌        | 2/13 [02:07<00:03,  3.59it/s]
ITERATION - loss: 68.70:  31%|███       | 4/13 [02:08<00:01,  4.53it/s]
ITERATION - loss: 52.11:  46%|████▌     | 6/13 [02:08<00:01,  5.49it/s]
ITERATION - loss: 95.65:  62%|██████▏   | 8/13 [02:08<00:00,  6.48it/s]
ITERATION - loss: 82.13:  77%|███████▋  | 10/13 [02:08<00:00,  7.43it/s]
ITERATION - loss: 89.94:  92%|█████████▏| 12/13 [02:08<00:00,  8.44it/s]
ITERATION - loss: 42.96: 100%|██████████| 13/13 [02:08<00:00,  8.44it/s]
                                                                        

Training Results - Epoch: 57 Metrics: mse: 3.263, avep: 0.910, top5: 0.908, frac_mc: 0.826, top1: 0.973, mae: 1.697, loss: 76.821

ITERATION - loss: 42.96:   0%|          | 0/13 [02:09<00:01,  8.44it/s]
                                                                       
Validation Results - Epoch: 57 Metrics: mse: 3.158, avep: 0.902, top5: 0.904, frac_mc: 0.823, top1: 0.960, mae: 1.656, loss: 78.243

ITERATION - loss: 42.96:   0%|          | 0/13 [02:09<00:01,  8.44it/s]
ITERATION - loss: 93.63:  15%|█▌        | 2/13 [02:10<00:03,  3.58it/s]
ITERATION - loss: 101.76:  31%|███       | 4/13 [02:10<00:01,  4.55it/s]
ITERATION - loss: 71.61:  38%|███▊      | 5/13 [02:10<00:01,  5.16it/s] 
ITERATION - loss: 71.45:  54%|█████▍    | 7/13 [02:10<00:00,  6.27it/s]
ITERATION - loss: 69.98:  69%|██████▉   | 9/13 [02:10<00:00,  7.36it/s]
ITERATION - loss: 74.46:  85%|████████▍ | 11/13 [02:10<00:00,  8.35it/s]
ITERATION - loss: 27.56: 100%|██████████| 13/13 [02:10<00:00,  9.77it/s]
ITERATION - loss: 27.56: 100%|██████████| 13/13 [02:10<00:00,  9.77it/s]
Training Results - Epoch: 58 Metrics: mse: 4.276, avep: 0.906, top5: 0.907, frac_mc: 0.824, top1: 0.970, mae: 1.974, loss: 82.973

                                                                        

ITERATION - loss: 27.56:   0%|          | 0/13 [02:11<00:01,  9.77it/s]
Validation Results - Epoch: 58 Metrics: mse: 4.137, avep: 0.898, top5: 0.900, frac_mc: 0.818, top1: 0.960, mae: 1.933, loss: 83.143

                                                                       

ITERATION - loss: 27.56:   0%|          | 0/13 [02:12<00:01,  9.77it/s]
ITERATION - loss: 91.87:  15%|█▌        | 2/13 [02:12<00:02,  3.83it/s]
ITERATION - loss: 72.09:  23%|██▎       | 3/13 [02:12<00:02,  4.68it/s]
ITERATION - loss: 73.40:  38%|███▊      | 5/13 [02:12<00:01,  5.67it/s]
ITERATION - loss: 105.51:  54%|█████▍    | 7/13 [02:12<00:00,  6.71it/s]
ITERATION - loss: 78.17:  69%|██████▉   | 9/13 [02:12<00:00,  7.70it/s] 
ITERATION - loss: 82.41:  85%|████████▍ | 11/13 [02:13<00:00,  8.48it/s]
ITERATION - loss: 29.05: 100%|██████████| 13/13 [02:13<00:00,  9.88it/s]
ITERATION - loss: 29.05: 100%|██████████| 13/13 [02:13<00:00,  9.88it/s]
                                                                        

Training Results - Epoch: 59 Metrics: mse: 2.992, avep: 0.905, top5: 0.904, frac_mc: 0.824, top1: 0.973, mae: 1.621, loss: 84.176

ITERATION - loss: 29.05:   0%|          | 0/13 [02:14<00:01,  9.88it/s]
                                                                       

Validation Results - Epoch: 59 Metrics: mse: 2.885, avep: 0.898, top5: 0.902, frac_mc: 0.818, top1: 0.960, mae: 1.579, loss: 85.138

ITERATION - loss: 29.05:   0%|          | 0/13 [02:14<00:01,  9.88it/s]
ITERATION - loss: 81.61:  15%|█▌        | 2/13 [02:14<00:02,  3.82it/s]
ITERATION - loss: 69.64:  31%|███       | 4/13 [02:14<00:01,  4.80it/s]
ITERATION - loss: 100.50:  46%|████▌     | 6/13 [02:14<00:01,  5.83it/s]
ITERATION - loss: 71.43:  62%|██████▏   | 8/13 [02:14<00:00,  6.76it/s] 
ITERATION - loss: 98.32:  77%|███████▋  | 10/13 [02:15<00:00,  7.70it/s]
ITERATION - loss: 73.14:  92%|█████████▏| 12/13 [02:15<00:00,  8.65it/s]
ITERATION - loss: 35.13: 100%|██████████| 13/13 [02:15<00:00,  8.65it/s]
                                                                        

Training Results - Epoch: 60 Metrics: mse: 0.586, avep: 0.912, top5: 0.913, frac_mc: 0.834, top1: 0.975, mae: 0.598, loss: 78.199

ITERATION - loss: 35.13:   0%|          | 0/13 [02:16<00:01,  8.65it/s]
                                                                       

Validation Results - Epoch: 60 Metrics: mse: 0.584, avep: 0.901, top5: 0.902, frac_mc: 0.824, top1: 0.940, mae: 0.608, loss: 81.007

ITERATION - loss: 35.13:   0%|          | 0/13 [02:16<00:01,  8.65it/s]
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ITERATION - loss: 102.19:  31%|███       | 4/13 [02:16<00:02,  4.46it/s]
ITERATION - loss: 90.79:  46%|████▌     | 6/13 [02:16<00:01,  5.52it/s] 
ITERATION - loss: 66.45:  62%|██████▏   | 8/13 [02:17<00:00,  6.50it/s]
ITERATION - loss: 97.28:  77%|███████▋  | 10/13 [02:17<00:00,  7.59it/s]
ITERATION - loss: 84.09:  92%|█████████▏| 12/13 [02:17<00:00,  8.61it/s]
ITERATION - loss: 25.15: 100%|██████████| 13/13 [02:17<00:00,  8.61it/s]
                                                                        
Training Results - Epoch: 61 Metrics: mse: 0.772, avep: 0.910, top5: 0.909, frac_mc: 0.835, top1: 0.965, mae: 0.737, loss: 78.214


ITERATION - loss: 25.15:   0%|          | 0/13 [02:18<00:01,  8.61it/s]
Validation Results - Epoch: 61 Metrics: mse: 0.756, avep: 0.900, top5: 0.908, frac_mc: 0.827, top1: 0.920, mae: 0.732, loss: 79.586

                                                                       

ITERATION - loss: 25.15:   0%|          | 0/13 [02:18<00:01,  8.61it/s]
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ITERATION - loss: 74.95:  31%|███       | 4/13 [02:19<00:02,  4.32it/s]
ITERATION - loss: 86.84:  46%|████▌     | 6/13 [02:19<00:01,  5.33it/s]
ITERATION - loss: 70.66:  62%|██████▏   | 8/13 [02:19<00:00,  6.41it/s]
ITERATION - loss: 86.38:  77%|███████▋  | 10/13 [02:19<00:00,  7.44it/s]
ITERATION - loss: 81.79:  92%|█████████▏| 12/13 [02:19<00:00,  8.37it/s]
ITERATION - loss: 46.89: 100%|██████████| 13/13 [02:19<00:00,  8.37it/s]
Training Results - Epoch: 62 Metrics: mse: 1.489, avep: 0.911, top5: 0.908, frac_mc: 0.831, top1: 0.975, mae: 1.077, loss: 76.148

                                                                        

ITERATION - loss: 46.89:   0%|          | 0/13 [02:20<00:01,  8.37it/s]
                                                                       

Validation Results - Epoch: 62 Metrics: mse: 1.431, avep: 0.901, top5: 0.902, frac_mc: 0.824, top1: 0.940, mae: 1.035, loss: 77.043

ITERATION - loss: 46.89:   0%|          | 0/13 [02:20<00:01,  8.37it/s]
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ITERATION - loss: 75.74:  46%|████▌     | 6/13 [02:21<00:01,  5.42it/s]
ITERATION - loss: 112.29:  62%|██████▏   | 8/13 [02:21<00:00,  6.55it/s]
ITERATION - loss: 89.76:  77%|███████▋  | 10/13 [02:21<00:00,  7.48it/s]
ITERATION - loss: 78.89:  92%|█████████▏| 12/13 [02:21<00:00,  8.46it/s]
ITERATION - loss: 48.53: 100%|██████████| 13/13 [02:21<00:00,  8.46it/s]
                                                                        

Training Results - Epoch: 63 Metrics: mse: 1.192, avep: 0.911, top5: 0.908, frac_mc: 0.831, top1: 0.973, mae: 0.954, loss: 74.564

ITERATION - loss: 48.53:   0%|          | 0/13 [02:22<00:01,  8.46it/s]
Validation Results - Epoch: 63 Metrics: mse: 1.148, avep: 0.903, top5: 0.904, frac_mc: 0.825, top1: 0.940, mae: 0.921, loss: 76.113

                                                                       

ITERATION - loss: 48.53:   0%|          | 0/13 [02:23<00:01,  8.46it/s]
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ITERATION - loss: 83.52:  62%|██████▏   | 8/13 [02:23<00:00,  6.47it/s]
ITERATION - loss: 66.32:  77%|███████▋  | 10/13 [02:23<00:00,  7.37it/s]
ITERATION - loss: 69.05:  92%|█████████▏| 12/13 [02:24<00:00,  8.29it/s]
ITERATION - loss: 45.01: 100%|██████████| 13/13 [02:24<00:00,  8.29it/s]
                                                                        

Training Results - Epoch: 64 Metrics: mse: 0.805, avep: 0.911, top5: 0.910, frac_mc: 0.833, top1: 0.965, mae: 0.760, loss: 75.393

ITERATION - loss: 45.01:   0%|          | 0/13 [02:25<00:01,  8.29it/s]
                                                                       
Validation Results - Epoch: 64 Metrics: mse: 0.785, avep: 0.902, top5: 0.902, frac_mc: 0.825, top1: 0.950, mae: 0.751, loss: 77.209


ITERATION - loss: 45.01:   0%|          | 0/13 [02:25<00:01,  8.29it/s]
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ITERATION - loss: 83.35:  92%|█████████▏| 12/13 [02:26<00:00,  8.34it/s]
ITERATION - loss: 48.73: 100%|██████████| 13/13 [02:26<00:00,  8.34it/s]
                                                                        

Training Results - Epoch: 65 Metrics: mse: 1.272, avep: 0.911, top5: 0.910, frac_mc: 0.832, top1: 0.970, mae: 0.987, loss: 74.402

ITERATION - loss: 48.73:   0%|          | 0/13 [02:27<00:01,  8.34it/s]
                                                                       

Validation Results - Epoch: 65 Metrics: mse: 1.227, avep: 0.902, top5: 0.902, frac_mc: 0.825, top1: 0.940, mae: 0.953, loss: 76.014

ITERATION - loss: 48.73:   0%|          | 0/13 [02:27<00:01,  8.34it/s]
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ITERATION - loss: 90.99:  38%|███▊      | 5/13 [02:27<00:01,  5.04it/s]
ITERATION - loss: 73.62:  54%|█████▍    | 7/13 [02:28<00:01,  5.94it/s]
ITERATION - loss: 77.49:  69%|██████▉   | 9/13 [02:28<00:00,  6.91it/s]
ITERATION - loss: 73.51:  85%|████████▍ | 11/13 [02:28<00:00,  7.94it/s]
ITERATION - loss: 27.79: 100%|██████████| 13/13 [02:28<00:00,  9.27it/s]
ITERATION - loss: 27.79: 100%|██████████| 13/13 [02:28<00:00,  9.27it/s]
                                                                        

Training Results - Epoch: 66 Metrics: mse: 1.560, avep: 0.911, top5: 0.910, frac_mc: 0.829, top1: 0.968, mae: 1.103, loss: 74.642

ITERATION - loss: 27.79:   0%|          | 0/13 [02:29<00:01,  9.27it/s]
                                                                       

Validation Results - Epoch: 66 Metrics: mse: 1.504, avep: 0.902, top5: 0.902, frac_mc: 0.828, top1: 0.940, mae: 1.060, loss: 76.477

ITERATION - loss: 27.79:   0%|          | 0/13 [02:29<00:01,  9.27it/s]
ITERATION - loss: 92.25:  15%|█▌        | 2/13 [02:29<00:03,  3.65it/s]
ITERATION - loss: 69.53:  31%|███       | 4/13 [02:30<00:01,  4.57it/s]
ITERATION - loss: 96.19:  46%|████▌     | 6/13 [02:30<00:01,  5.57it/s]
ITERATION - loss: 75.76:  62%|██████▏   | 8/13 [02:30<00:00,  6.55it/s]
ITERATION - loss: 64.17:  77%|███████▋  | 10/13 [02:30<00:00,  7.58it/s]
ITERATION - loss: 65.06:  92%|█████████▏| 12/13 [02:30<00:00,  8.40it/s]
ITERATION - loss: 45.94: 100%|██████████| 13/13 [02:30<00:00,  8.40it/s]
                                                                        

Training Results - Epoch: 67 Metrics: mse: 1.546, avep: 0.911, top5: 0.911, frac_mc: 0.833, top1: 0.968, mae: 1.097, loss: 74.906

ITERATION - loss: 45.94:   0%|          | 0/13 [02:31<00:01,  8.40it/s]
                                                                       

Validation Results - Epoch: 67 Metrics: mse: 1.491, avep: 0.901, top5: 0.902, frac_mc: 0.825, top1: 0.940, mae: 1.055, loss: 76.140

ITERATION - loss: 45.94:   0%|          | 0/13 [02:32<00:01,  8.40it/s]
ITERATION - loss: 75.07:  15%|█▌        | 2/13 [02:32<00:03,  3.56it/s]
ITERATION - loss: 59.33:  31%|███       | 4/13 [02:32<00:02,  4.47it/s]
ITERATION - loss: 92.54:  46%|████▌     | 6/13 [02:32<00:01,  5.54it/s]
ITERATION - loss: 69.62:  62%|██████▏   | 8/13 [02:32<00:00,  6.59it/s]
ITERATION - loss: 99.80:  77%|███████▋  | 10/13 [02:32<00:00,  7.65it/s]
ITERATION - loss: 80.41:  92%|█████████▏| 12/13 [02:33<00:00,  8.41it/s]
ITERATION - loss: 40.80: 100%|██████████| 13/13 [02:33<00:00,  8.41it/s]
Training Results - Epoch: 68 Metrics: mse: 1.766, avep: 0.912, top5: 0.911, frac_mc: 0.832, top1: 0.970, mae: 1.184, loss: 74.352

                                                                        

ITERATION - loss: 40.80:   0%|          | 0/13 [02:33<00:01,  8.41it/s]
Validation Results - Epoch: 68 Metrics: mse: 1.704, avep: 0.902, top5: 0.904, frac_mc: 0.823, top1: 0.940, mae: 1.139, loss: 75.789

                                                                       

ITERATION - loss: 40.80:   0%|          | 0/13 [02:34<00:01,  8.41it/s]
ITERATION - loss: 70.47:  15%|█▌        | 2/13 [02:34<00:03,  3.54it/s]
ITERATION - loss: 61.00:  31%|███       | 4/13 [02:34<00:01,  4.50it/s]
ITERATION - loss: 60.95:  46%|████▌     | 6/13 [02:34<00:01,  5.55it/s]
ITERATION - loss: 63.89:  62%|██████▏   | 8/13 [02:34<00:00,  6.65it/s]
ITERATION - loss: 76.88:  77%|███████▋  | 10/13 [02:35<00:00,  7.62it/s]
ITERATION - loss: 71.58:  92%|█████████▏| 12/13 [02:35<00:00,  8.64it/s]
ITERATION - loss: 39.36: 100%|██████████| 13/13 [02:35<00:00,  8.64it/s]
                                                                        
Training Results - Epoch: 69 Metrics: mse: 1.599, avep: 0.911, top5: 0.910, frac_mc: 0.834, top1: 0.965, mae: 1.116, loss: 74.896

ITERATION - loss: 39.36:   0%|          | 0/13 [02:36<00:01,  8.64it/s]
                                                                       

Validation Results - Epoch: 69 Metrics: mse: 1.545, avep: 0.903, top5: 0.906, frac_mc: 0.828, top1: 0.950, mae: 1.074, loss: 76.544

ITERATION - loss: 39.36:   0%|          | 0/13 [02:36<00:01,  8.64it/s]
ITERATION - loss: 68.85:  15%|█▌        | 2/13 [02:36<00:03,  3.54it/s]
ITERATION - loss: 73.04:  31%|███       | 4/13 [02:36<00:02,  4.46it/s]
ITERATION - loss: 67.40:  46%|████▌     | 6/13 [02:36<00:01,  5.48it/s]
ITERATION - loss: 74.24:  62%|██████▏   | 8/13 [02:37<00:00,  6.59it/s]
ITERATION - loss: 87.05:  77%|███████▋  | 10/13 [02:37<00:00,  7.50it/s]
ITERATION - loss: 68.41:  92%|█████████▏| 12/13 [02:37<00:00,  8.23it/s]
ITERATION - loss: 51.95: 100%|██████████| 13/13 [02:37<00:00,  8.23it/s]
                                                                        
Training Results - Epoch: 70 Metrics: mse: 2.102, avep: 0.911, top5: 0.912, frac_mc: 0.831, top1: 0.970, mae: 1.313, loss: 74.211


ITERATION - loss: 51.95:   0%|          | 0/13 [02:38<00:01,  8.23it/s]
                                                                       

Validation Results - Epoch: 70 Metrics: mse: 2.030, avep: 0.902, top5: 0.902, frac_mc: 0.826, top1: 0.940, mae: 1.269, loss: 76.398

ITERATION - loss: 51.95:   0%|          | 0/13 [02:38<00:01,  8.23it/s]
ITERATION - loss: 84.66:  15%|█▌        | 2/13 [02:38<00:03,  3.54it/s]
ITERATION - loss: 90.54:  31%|███       | 4/13 [02:38<00:02,  4.50it/s]
ITERATION - loss: 58.08:  46%|████▌     | 6/13 [02:39<00:01,  5.46it/s]
ITERATION - loss: 75.14:  62%|██████▏   | 8/13 [02:39<00:00,  6.53it/s]
ITERATION - loss: 77.25:  77%|███████▋  | 10/13 [02:39<00:00,  7.27it/s]
ITERATION - loss: 60.71:  92%|█████████▏| 12/13 [02:39<00:00,  8.16it/s]
ITERATION - loss: 40.40: 100%|██████████| 13/13 [02:39<00:00,  8.16it/s]
                                                                        

Training Results - Epoch: 71 Metrics: mse: 1.887, avep: 0.912, top5: 0.912, frac_mc: 0.835, top1: 0.970, mae: 1.229, loss: 73.307

ITERATION - loss: 40.40:   0%|          | 0/13 [02:40<00:01,  8.16it/s]
                                                                       

Validation Results - Epoch: 71 Metrics: mse: 1.824, avep: 0.902, top5: 0.902, frac_mc: 0.828, top1: 0.940, mae: 1.184, loss: 76.138

ITERATION - loss: 40.40:   0%|          | 0/13 [02:40<00:01,  8.16it/s]
ITERATION - loss: 58.21:  15%|█▌        | 2/13 [02:40<00:03,  3.43it/s]
ITERATION - loss: 67.73:  31%|███       | 4/13 [02:41<00:02,  4.36it/s]
ITERATION - loss: 76.34:  46%|████▌     | 6/13 [02:41<00:01,  5.40it/s]
ITERATION - loss: 73.31:  62%|██████▏   | 8/13 [02:41<00:00,  6.47it/s]
ITERATION - loss: 75.67:  77%|███████▋  | 10/13 [02:41<00:00,  7.44it/s]
ITERATION - loss: 66.95:  92%|█████████▏| 12/13 [02:41<00:00,  8.47it/s]
ITERATION - loss: 32.60: 100%|██████████| 13/13 [02:41<00:00,  8.47it/s]
                                                                        

Training Results - Epoch: 72 Metrics: mse: 2.494, avep: 0.912, top5: 0.912, frac_mc: 0.833, top1: 0.968, mae: 1.453, loss: 74.333

ITERATION - loss: 32.60:   0%|          | 0/13 [02:42<00:01,  8.47it/s]
                                                                       

Validation Results - Epoch: 72 Metrics: mse: 2.412, avep: 0.902, top5: 0.904, frac_mc: 0.827, top1: 0.940, mae: 1.411, loss: 75.774

ITERATION - loss: 32.60:   0%|          | 0/13 [02:42<00:01,  8.47it/s]
ITERATION - loss: 76.03:  15%|█▌        | 2/13 [02:43<00:03,  3.52it/s]
ITERATION - loss: 97.96:  31%|███       | 4/13 [02:43<00:02,  4.46it/s]
ITERATION - loss: 101.70:  46%|████▌     | 6/13 [02:43<00:01,  5.41it/s]
ITERATION - loss: 63.92:  62%|██████▏   | 8/13 [02:43<00:00,  6.45it/s] 
ITERATION - loss: 90.31:  77%|███████▋  | 10/13 [02:43<00:00,  7.35it/s]
ITERATION - loss: 63.08:  92%|█████████▏| 12/13 [02:44<00:00,  8.10it/s]
ITERATION - loss: 38.85: 100%|██████████| 13/13 [02:44<00:00,  8.10it/s]
                                                                        

Training Results - Epoch: 73 Metrics: mse: 2.345, avep: 0.912, top5: 0.913, frac_mc: 0.834, top1: 0.968, mae: 1.400, loss: 73.883

ITERATION - loss: 38.85:   0%|          | 0/13 [02:45<00:01,  8.10it/s]
                                                                       

Validation Results - Epoch: 73 Metrics: mse: 2.269, avep: 0.902, top5: 0.904, frac_mc: 0.827, top1: 0.940, mae: 1.358, loss: 75.965

ITERATION - loss: 38.85:   0%|          | 0/13 [02:45<00:01,  8.10it/s]
ITERATION - loss: 67.65:  15%|█▌        | 2/13 [02:45<00:03,  3.47it/s]
ITERATION - loss: 73.81:  31%|███       | 4/13 [02:45<00:02,  4.38it/s]
ITERATION - loss: 71.64:  46%|████▌     | 6/13 [02:45<00:01,  5.39it/s]
ITERATION - loss: 96.12:  62%|██████▏   | 8/13 [02:45<00:00,  6.37it/s]
ITERATION - loss: 68.65:  77%|███████▋  | 10/13 [02:46<00:00,  7.41it/s]
ITERATION - loss: 75.08:  92%|█████████▏| 12/13 [02:46<00:00,  8.31it/s]
ITERATION - loss: 34.45: 100%|██████████| 13/13 [02:46<00:00,  8.31it/s]
                                                                        

Training Results - Epoch: 74 Metrics: mse: 2.710, avep: 0.912, top5: 0.912, frac_mc: 0.834, top1: 0.970, mae: 1.525, loss: 74.140

ITERATION - loss: 34.45:   0%|          | 0/13 [02:47<00:01,  8.31it/s]
Validation Results - Epoch: 74 Metrics: mse: 2.623, avep: 0.903, top5: 0.904, frac_mc: 0.829, top1: 0.940, mae: 1.484, loss: 75.974

                                                                       

ITERATION - loss: 34.45:   0%|          | 0/13 [02:47<00:01,  8.31it/s]
ITERATION - loss: 69.42:  15%|█▌        | 2/13 [02:47<00:03,  3.48it/s]
ITERATION - loss: 95.01:  31%|███       | 4/13 [02:47<00:02,  4.45it/s]
ITERATION - loss: 53.13:  46%|████▌     | 6/13 [02:47<00:01,  5.45it/s]
ITERATION - loss: 71.85:  62%|██████▏   | 8/13 [02:48<00:00,  6.44it/s]
ITERATION - loss: 85.79:  77%|███████▋  | 10/13 [02:48<00:00,  7.39it/s]
ITERATION - loss: 81.63:  92%|█████████▏| 12/13 [02:48<00:00,  8.22it/s]
ITERATION - loss: 27.69: 100%|██████████| 13/13 [02:48<00:00,  8.22it/s]
                                                                        

Training Results - Epoch: 75 Metrics: mse: 2.582, avep: 0.913, top5: 0.913, frac_mc: 0.834, top1: 0.973, mae: 1.482, loss: 74.050

ITERATION - loss: 27.69:   0%|          | 0/13 [02:49<00:01,  8.22it/s]
                                                                       

Validation Results - Epoch: 75 Metrics: mse: 2.500, avep: 0.902, top5: 0.904, frac_mc: 0.830, top1: 0.940, mae: 1.440, loss: 76.344

ITERATION - loss: 27.69:   0%|          | 0/13 [02:49<00:01,  8.22it/s]
ITERATION - loss: 81.91:  15%|█▌        | 2/13 [02:49<00:03,  3.42it/s]
ITERATION - loss: 83.81:  23%|██▎       | 3/13 [02:49<00:02,  4.24it/s]
ITERATION - loss: 71.48:  38%|███▊      | 5/13 [02:50<00:01,  5.21it/s]
ITERATION - loss: 80.18:  54%|█████▍    | 7/13 [02:50<00:00,  6.21it/s]
ITERATION - loss: 61.21:  69%|██████▉   | 9/13 [02:50<00:00,  6.86it/s]
ITERATION - loss: 81.79:  85%|████████▍ | 11/13 [02:50<00:00,  7.73it/s]
ITERATION - loss: 34.92: 100%|██████████| 13/13 [02:50<00:00,  9.15it/s]
ITERATION - loss: 34.92: 100%|██████████| 13/13 [02:50<00:00,  9.15it/s]
                                                                        

ITERATION - loss: 34.92:   0%|          | 0/13 [02:51<00:01,  9.15it/s]
Training Results - Epoch: 76 Metrics: mse: 3.250, avep: 0.912, top5: 0.912, frac_mc: 0.834, top1: 0.968, mae: 1.692, loss: 74.828

                                                                       

Validation Results - Epoch: 76 Metrics: mse: 3.151, avep: 0.903, top5: 0.906, frac_mc: 0.830, top1: 0.940, mae: 1.652, loss: 76.274

ITERATION - loss: 34.92:   0%|          | 0/13 [02:51<00:01,  9.15it/s]
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ITERATION - loss: 87.38:  31%|███       | 4/13 [02:52<00:01,  4.64it/s]
ITERATION - loss: 95.21:  46%|████▌     | 6/13 [02:52<00:01,  5.67it/s]
ITERATION - loss: 72.90:  62%|██████▏   | 8/13 [02:52<00:00,  6.71it/s]
ITERATION - loss: 79.27:  77%|███████▋  | 10/13 [02:52<00:00,  7.75it/s]
ITERATION - loss: 52.25:  92%|█████████▏| 12/13 [02:53<00:00,  8.61it/s]
ITERATION - loss: 51.60: 100%|██████████| 13/13 [02:53<00:00,  8.61it/s]
                                                                        

Training Results - Epoch: 77 Metrics: mse: 3.393, avep: 0.911, top5: 0.913, frac_mc: 0.832, top1: 0.970, mae: 1.734, loss: 75.282

ITERATION - loss: 51.60:   0%|          | 0/13 [02:53<00:01,  8.61it/s]
                                                                       

Validation Results - Epoch: 77 Metrics: mse: 3.292, avep: 0.901, top5: 0.908, frac_mc: 0.826, top1: 0.940, mae: 1.695, loss: 77.277

ITERATION - loss: 51.60:   0%|          | 0/13 [02:54<00:01,  8.61it/s]
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ITERATION - loss: 67.17:  23%|██▎       | 3/13 [02:54<00:02,  4.39it/s]
ITERATION - loss: 66.58:  38%|███▊      | 5/13 [02:54<00:01,  5.36it/s]
ITERATION - loss: 65.25:  46%|████▌     | 6/13 [02:54<00:01,  6.20it/s]
ITERATION - loss: 110.83:  62%|██████▏   | 8/13 [02:54<00:00,  7.37it/s]
ITERATION - loss: 64.22:  77%|███████▋  | 10/13 [02:55<00:00,  8.31it/s]
ITERATION - loss: 78.64:  92%|█████████▏| 12/13 [02:55<00:00,  9.26it/s]
ITERATION - loss: 34.58: 100%|██████████| 13/13 [02:55<00:00,  9.26it/s]
                                                                        

Training Results - Epoch: 78 Metrics: mse: 2.805, avep: 0.912, top5: 0.911, frac_mc: 0.835, top1: 0.970, mae: 1.554, loss: 74.084

ITERATION - loss: 34.58:   0%|          | 0/13 [02:56<00:01,  9.26it/s]
                                                                       

Validation Results - Epoch: 78 Metrics: mse: 2.718, avep: 0.903, top5: 0.908, frac_mc: 0.828, top1: 0.940, mae: 1.513, loss: 75.727

ITERATION - loss: 34.58:   0%|          | 0/13 [02:56<00:01,  9.26it/s]
ITERATION - loss: 67.72:  15%|█▌        | 2/13 [02:56<00:03,  3.65it/s]
ITERATION - loss: 87.38:  31%|███       | 4/13 [02:56<00:01,  4.60it/s]
ITERATION - loss: 70.15:  46%|████▌     | 6/13 [02:56<00:01,  5.60it/s]
ITERATION - loss: 84.95:  62%|██████▏   | 8/13 [02:57<00:00,  6.60it/s]
ITERATION - loss: 69.30:  77%|███████▋  | 10/13 [02:57<00:00,  7.71it/s]
ITERATION - loss: 79.15:  92%|█████████▏| 12/13 [02:57<00:00,  8.58it/s]
ITERATION - loss: 31.70: 100%|██████████| 13/13 [02:57<00:00,  8.58it/s]
                                                                        

Training Results - Epoch: 79 Metrics: mse: 2.979, avep: 0.912, top5: 0.913, frac_mc: 0.836, top1: 0.970, mae: 1.609, loss: 74.598

ITERATION - loss: 31.70:   0%|          | 0/13 [02:58<00:01,  8.58it/s]
                                                                       

Validation Results - Epoch: 79 Metrics: mse: 2.888, avep: 0.903, top5: 0.906, frac_mc: 0.826, top1: 0.940, mae: 1.569, loss: 76.050

ITERATION - loss: 31.70:   0%|          | 0/13 [02:58<00:01,  8.58it/s]
ITERATION - loss: 65.97:  15%|█▌        | 2/13 [02:58<00:03,  3.48it/s]
ITERATION - loss: 76.42:  31%|███       | 4/13 [02:58<00:02,  4.44it/s]
ITERATION - loss: 81.94:  46%|████▌     | 6/13 [02:59<00:01,  5.45it/s]
ITERATION - loss: 74.97:  62%|██████▏   | 8/13 [02:59<00:00,  6.51it/s]
ITERATION - loss: 66.23:  77%|███████▋  | 10/13 [02:59<00:00,  7.51it/s]
ITERATION - loss: 88.74:  92%|█████████▏| 12/13 [02:59<00:00,  8.40it/s]
ITERATION - loss: 18.36: 100%|██████████| 13/13 [02:59<00:00,  8.40it/s]
                                                                        

Training Results - Epoch: 80 Metrics: mse: 3.108, avep: 0.912, top5: 0.912, frac_mc: 0.835, top1: 0.968, mae: 1.649, loss: 73.996

ITERATION - loss: 18.36:   0%|          | 0/13 [03:00<00:01,  8.40it/s]
                                                                       

Validation Results - Epoch: 80 Metrics: mse: 3.015, avep: 0.903, top5: 0.910, frac_mc: 0.827, top1: 0.940, mae: 1.609, loss: 75.517

ITERATION - loss: 18.36:   0%|          | 0/13 [03:00<00:01,  8.40it/s]
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ITERATION - loss: 72.39:  31%|███       | 4/13 [03:01<00:02,  4.38it/s]
ITERATION - loss: 78.10:  46%|████▌     | 6/13 [03:01<00:01,  5.40it/s]
ITERATION - loss: 92.05:  62%|██████▏   | 8/13 [03:01<00:00,  6.42it/s]
ITERATION - loss: 77.62:  77%|███████▋  | 10/13 [03:01<00:00,  7.43it/s]
ITERATION - loss: 92.94:  92%|█████████▏| 12/13 [03:01<00:00,  8.41it/s]
ITERATION - loss: 31.20: 100%|██████████| 13/13 [03:01<00:00,  8.41it/s]
                                                                        

Training Results - Epoch: 81 Metrics: mse: 2.924, avep: 0.913, top5: 0.915, frac_mc: 0.835, top1: 0.968, mae: 1.591, loss: 73.813

ITERATION - loss: 31.20:   0%|          | 0/13 [03:02<00:01,  8.41it/s]
                                                                       

Validation Results - Epoch: 81 Metrics: mse: 2.837, avep: 0.902, top5: 0.906, frac_mc: 0.829, top1: 0.940, mae: 1.551, loss: 75.903

ITERATION - loss: 31.20:   0%|          | 0/13 [03:02<00:01,  8.41it/s]
ITERATION - loss: 69.76:  15%|█▌        | 2/13 [03:03<00:03,  3.58it/s]
ITERATION - loss: 70.52:  31%|███       | 4/13 [03:03<00:01,  4.50it/s]
ITERATION - loss: 79.88:  46%|████▌     | 6/13 [03:03<00:01,  5.58it/s]
ITERATION - loss: 76.14:  62%|██████▏   | 8/13 [03:03<00:00,  6.63it/s]
ITERATION - loss: 77.66:  77%|███████▋  | 10/13 [03:03<00:00,  7.69it/s]
ITERATION - loss: 67.80:  92%|█████████▏| 12/13 [03:03<00:00,  8.66it/s]
ITERATION - loss: 49.10: 100%|██████████| 13/13 [03:04<00:00,  8.66it/s]
                                                                        

Training Results - Epoch: 82 Metrics: mse: 3.221, avep: 0.912, top5: 0.912, frac_mc: 0.835, top1: 0.970, mae: 1.680, loss: 73.985

ITERATION - loss: 49.10:   0%|          | 0/13 [03:04<00:01,  8.66it/s]
                                                                       

Validation Results - Epoch: 82 Metrics: mse: 3.127, avep: 0.903, top5: 0.904, frac_mc: 0.831, top1: 0.940, mae: 1.641, loss: 75.964

ITERATION - loss: 49.10:   0%|          | 0/13 [03:05<00:01,  8.66it/s]
ITERATION - loss: 77.45:  15%|█▌        | 2/13 [03:05<00:03,  3.53it/s]
ITERATION - loss: 49.40:  31%|███       | 4/13 [03:05<00:02,  4.44it/s]
ITERATION - loss: 66.39:  46%|████▌     | 6/13 [03:05<00:01,  5.41it/s]
ITERATION - loss: 69.74:  62%|██████▏   | 8/13 [03:05<00:00,  6.47it/s]
ITERATION - loss: 103.59:  77%|███████▋  | 10/13 [03:06<00:00,  7.48it/s]
ITERATION - loss: 77.79:  92%|█████████▏| 12/13 [03:06<00:00,  8.49it/s] 
ITERATION - loss: 32.99: 100%|██████████| 13/13 [03:06<00:00,  8.49it/s]
                                                                        

Training Results - Epoch: 83 Metrics: mse: 3.222, avep: 0.913, top5: 0.912, frac_mc: 0.835, top1: 0.968, mae: 1.680, loss: 73.320

ITERATION - loss: 32.99:   0%|          | 0/13 [03:07<00:01,  8.49it/s]
Validation Results - Epoch: 83 Metrics: mse: 3.129, avep: 0.903, top5: 0.908, frac_mc: 0.830, top1: 0.940, mae: 1.641, loss: 75.718

                                                                       

ITERATION - loss: 32.99:   0%|          | 0/13 [03:07<00:01,  8.49it/s]
ITERATION - loss: 86.42:  15%|█▌        | 2/13 [03:07<00:03,  3.53it/s]
ITERATION - loss: 85.36:  31%|███       | 4/13 [03:07<00:02,  4.43it/s]
ITERATION - loss: 74.09:  46%|████▌     | 6/13 [03:07<00:01,  5.40it/s]
ITERATION - loss: 76.68:  62%|██████▏   | 8/13 [03:08<00:00,  6.39it/s]
ITERATION - loss: 68.16:  77%|███████▋  | 10/13 [03:08<00:00,  7.47it/s]
ITERATION - loss: 66.27:  92%|█████████▏| 12/13 [03:08<00:00,  8.42it/s]
ITERATION - loss: 33.78: 100%|██████████| 13/13 [03:08<00:00,  8.42it/s]
                                                                        
Training Results - Epoch: 84 Metrics: mse: 3.776, avep: 0.913, top5: 0.913, frac_mc: 0.838, top1: 0.968, mae: 1.838, loss: 74.040


ITERATION - loss: 33.78:   0%|          | 0/13 [03:09<00:01,  8.42it/s]
                                                                       

Validation Results - Epoch: 84 Metrics: mse: 3.670, avep: 0.903, top5: 0.906, frac_mc: 0.829, top1: 0.940, mae: 1.801, loss: 75.838

ITERATION - loss: 33.78:   0%|          | 0/13 [03:09<00:01,  8.42it/s]
ITERATION - loss: 64.24:  15%|█▌        | 2/13 [03:09<00:03,  3.51it/s]
ITERATION - loss: 76.68:  31%|███       | 4/13 [03:09<00:02,  4.47it/s]
ITERATION - loss: 87.19:  46%|████▌     | 6/13 [03:10<00:01,  5.53it/s]
ITERATION - loss: 67.48:  62%|██████▏   | 8/13 [03:10<00:00,  6.53it/s]
ITERATION - loss: 68.65:  77%|███████▋  | 10/13 [03:10<00:00,  7.48it/s]
ITERATION - loss: 87.61:  92%|█████████▏| 12/13 [03:10<00:00,  8.40it/s]
ITERATION - loss: 37.99: 100%|██████████| 13/13 [03:10<00:00,  8.40it/s]
                                                                        

Training Results - Epoch: 85 Metrics: mse: 3.343, avep: 0.912, top5: 0.912, frac_mc: 0.835, top1: 0.968, mae: 1.716, loss: 72.901

ITERATION - loss: 37.99:   0%|          | 0/13 [03:11<00:01,  8.40it/s]
                                                                       

Validation Results - Epoch: 85 Metrics: mse: 3.247, avep: 0.903, top5: 0.908, frac_mc: 0.833, top1: 0.940, mae: 1.677, loss: 75.846

ITERATION - loss: 37.99:   0%|          | 0/13 [03:11<00:01,  8.40it/s]
ITERATION - loss: 70.65:  15%|█▌        | 2/13 [03:11<00:03,  3.44it/s]
ITERATION - loss: 49.32:  31%|███       | 4/13 [03:12<00:02,  4.38it/s]
ITERATION - loss: 91.70:  46%|████▌     | 6/13 [03:12<00:01,  5.41it/s]
ITERATION - loss: 80.77:  62%|██████▏   | 8/13 [03:12<00:00,  6.43it/s]
ITERATION - loss: 74.59:  77%|███████▋  | 10/13 [03:12<00:00,  7.53it/s]
ITERATION - loss: 72.30:  92%|█████████▏| 12/13 [03:12<00:00,  8.34it/s]
ITERATION - loss: 38.44: 100%|██████████| 13/13 [03:12<00:00,  8.34it/s]
                                                                        

Training Results - Epoch: 86 Metrics: mse: 3.458, avep: 0.913, top5: 0.913, frac_mc: 0.837, top1: 0.968, mae: 1.748, loss: 73.492

ITERATION - loss: 38.44:   0%|          | 0/13 [03:13<00:01,  8.34it/s]
                                                                       

Validation Results - Epoch: 86 Metrics: mse: 3.361, avep: 0.902, top5: 0.906, frac_mc: 0.831, top1: 0.940, mae: 1.710, loss: 76.043

ITERATION - loss: 38.44:   0%|          | 0/13 [03:13<00:01,  8.34it/s]
ITERATION - loss: 67.18:  15%|█▌        | 2/13 [03:14<00:03,  3.52it/s]
ITERATION - loss: 83.46:  31%|███       | 4/13 [03:14<00:02,  4.47it/s]
ITERATION - loss: 74.82:  46%|████▌     | 6/13 [03:14<00:01,  5.46it/s]
ITERATION - loss: 86.74:  62%|██████▏   | 8/13 [03:14<00:00,  6.51it/s]
ITERATION - loss: 67.35:  77%|███████▋  | 10/13 [03:14<00:00,  7.53it/s]
ITERATION - loss: 69.95:  92%|█████████▏| 12/13 [03:14<00:00,  8.59it/s]
ITERATION - loss: 40.24: 100%|██████████| 13/13 [03:15<00:00,  8.59it/s]
                                                                        

Training Results - Epoch: 87 Metrics: mse: 3.687, avep: 0.912, top5: 0.914, frac_mc: 0.836, top1: 0.968, mae: 1.813, loss: 73.374

ITERATION - loss: 40.24:   0%|          | 0/13 [03:15<00:01,  8.59it/s]
                                                                       

Validation Results - Epoch: 87 Metrics: mse: 3.585, avep: 0.902, top5: 0.906, frac_mc: 0.829, top1: 0.940, mae: 1.775, loss: 75.808

ITERATION - loss: 40.24:   0%|          | 0/13 [03:16<00:01,  8.59it/s]
ITERATION - loss: 69.24:  15%|█▌        | 2/13 [03:16<00:03,  3.55it/s]
ITERATION - loss: 77.56:  31%|███       | 4/13 [03:16<00:02,  4.48it/s]
ITERATION - loss: 67.52:  46%|████▌     | 6/13 [03:16<00:01,  5.41it/s]
ITERATION - loss: 75.45:  62%|██████▏   | 8/13 [03:16<00:00,  6.41it/s]
ITERATION - loss: 53.13:  77%|███████▋  | 10/13 [03:17<00:00,  7.44it/s]
ITERATION - loss: 68.87:  92%|█████████▏| 12/13 [03:17<00:00,  8.28it/s]
ITERATION - loss: 25.73: 100%|██████████| 13/13 [03:17<00:00,  8.28it/s]
                                                                        

Training Results - Epoch: 88 Metrics: mse: 3.571, avep: 0.913, top5: 0.913, frac_mc: 0.837, top1: 0.968, mae: 1.780, loss: 74.149

ITERATION - loss: 25.73:   0%|          | 0/13 [03:18<00:01,  8.28it/s]
                                                                       

Validation Results - Epoch: 88 Metrics: mse: 3.472, avep: 0.903, top5: 0.908, frac_mc: 0.831, top1: 0.940, mae: 1.742, loss: 75.737

ITERATION - loss: 25.73:   0%|          | 0/13 [03:18<00:01,  8.28it/s]
ITERATION - loss: 64.84:  15%|█▌        | 2/13 [03:18<00:03,  3.51it/s]
ITERATION - loss: 68.57:  31%|███       | 4/13 [03:18<00:02,  4.46it/s]
ITERATION - loss: 62.30:  46%|████▌     | 6/13 [03:18<00:01,  5.49it/s]
ITERATION - loss: 90.22:  62%|██████▏   | 8/13 [03:19<00:00,  6.57it/s]
ITERATION - loss: 90.33:  77%|███████▋  | 10/13 [03:19<00:00,  7.61it/s]
ITERATION - loss: 87.33:  92%|█████████▏| 12/13 [03:19<00:00,  8.32it/s]
ITERATION - loss: 29.36: 100%|██████████| 13/13 [03:19<00:00,  8.32it/s]
                                                                        

Training Results - Epoch: 89 Metrics: mse: 3.696, avep: 0.913, top5: 0.913, frac_mc: 0.837, top1: 0.968, mae: 1.815, loss: 73.290

ITERATION - loss: 29.36:   0%|          | 0/13 [03:20<00:01,  8.32it/s]
                                                                       

Validation Results - Epoch: 89 Metrics: mse: 3.594, avep: 0.903, top5: 0.908, frac_mc: 0.827, top1: 0.940, mae: 1.777, loss: 75.626

ITERATION - loss: 29.36:   0%|          | 0/13 [03:20<00:01,  8.32it/s]
ITERATION - loss: 62.89:  15%|█▌        | 2/13 [03:20<00:03,  3.41it/s]
ITERATION - loss: 73.17:  31%|███       | 4/13 [03:20<00:02,  4.30it/s]
ITERATION - loss: 83.56:  46%|████▌     | 6/13 [03:21<00:01,  5.31it/s]
ITERATION - loss: 84.44:  62%|██████▏   | 8/13 [03:21<00:00,  6.47it/s]
ITERATION - loss: 75.18:  77%|███████▋  | 10/13 [03:21<00:00,  7.36it/s]
ITERATION - loss: 108.28:  92%|█████████▏| 12/13 [03:21<00:00,  8.14it/s]
ITERATION - loss: 23.18: 100%|██████████| 13/13 [03:21<00:00,  8.14it/s] 
                                                                        

Training Results - Epoch: 90 Metrics: mse: 3.747, avep: 0.912, top5: 0.914, frac_mc: 0.836, top1: 0.968, mae: 1.829, loss: 74.147

ITERATION - loss: 23.18:   0%|          | 0/13 [03:22<00:01,  8.14it/s]
                                                                       

Validation Results - Epoch: 90 Metrics: mse: 3.644, avep: 0.902, top5: 0.906, frac_mc: 0.830, top1: 0.940, mae: 1.791, loss: 75.789

ITERATION - loss: 23.18:   0%|          | 0/13 [03:22<00:01,  8.14it/s]
                                                                       
mse: 3.644
avep: 0.902
top5: 0.906
frac_mc: 0.830
top1: 0.940
mae: 1.791
loss: 75.789
