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Training Results - Epoch: 0 Metrics: mse: 66.957, avep: 0.857, top5: 0.886, frac_mc: 0.777, top1: 0.917, mae: 7.425, loss: 1058.019

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

Validation Results - Epoch: 0 Metrics: mse: 63.178, avep: 0.836, top5: 0.856, frac_mc: 0.764, top1: 0.900, mae: 7.259, loss: 1014.383

ITERATION - loss: 0.00:   0%|          | 0/13 [00:01<?, ?it/s]
ITERATION - loss: 1085.80:   8%|▊         | 1/13 [00:01<00:16,  1.34s/it]
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ITERATION - loss: 184.12:  38%|███▊      | 5/13 [00:01<00:04,  1.89it/s]
ITERATION - loss: 253.32:  54%|█████▍    | 7/13 [00:01<00:02,  2.51it/s]
ITERATION - loss: 136.70:  69%|██████▉   | 9/13 [00:02<00:01,  3.20it/s]
ITERATION - loss: 958.05:  77%|███████▋  | 10/13 [00:02<00:00,  3.92it/s]
ITERATION - loss: 145.73:  85%|████████▍ | 11/13 [00:02<00:00,  4.55it/s]
ITERATION - loss: 142.15: 100%|██████████| 13/13 [00:02<00:00,  5.70it/s]
ITERATION - loss: 142.15: 100%|██████████| 13/13 [00:02<00:00,  5.70it/s]
                                                                         

Training Results - Epoch: 1 Metrics: mse: 44.543, avep: 0.935, top5: 0.940, frac_mc: 0.884, top1: 0.985, mae: 5.924, loss: 283.753

ITERATION - loss: 142.15:   0%|          | 0/13 [00:03<00:02,  5.70it/s]
                                                                        

Validation Results - Epoch: 1 Metrics: mse: 45.471, avep: 0.913, top5: 0.912, frac_mc: 0.858, top1: 0.960, mae: 6.086, loss: 350.595

ITERATION - loss: 142.15:   0%|          | 0/13 [00:03<00:02,  5.70it/s]
ITERATION - loss: 265.07:   8%|▊         | 1/13 [00:03<00:06,  1.90it/s]
ITERATION - loss: 175.92:  23%|██▎       | 3/13 [00:04<00:04,  2.48it/s]
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ITERATION - loss: 154.94:  46%|████▌     | 6/13 [00:04<00:01,  3.93it/s]
ITERATION - loss: 122.87:  62%|██████▏   | 8/13 [00:04<00:01,  4.84it/s]
ITERATION - loss: 237.64:  69%|██████▉   | 9/13 [00:04<00:00,  5.72it/s]
ITERATION - loss: 240.35:  77%|███████▋  | 10/13 [00:04<00:00,  6.46it/s]
ITERATION - loss: 186.55:  92%|█████████▏| 12/13 [00:05<00:00,  7.32it/s]
ITERATION - loss: 61.53: 100%|██████████| 13/13 [00:05<00:00,  7.32it/s] 
                                                                        

Training Results - Epoch: 2 Metrics: mse: 42.616, avep: 0.961, top5: 0.963, frac_mc: 0.920, top1: 1.000, mae: 5.608, loss: 236.445

ITERATION - loss: 61.53:   0%|          | 0/13 [00:06<00:01,  7.32it/s]
                                                                       

Validation Results - Epoch: 2 Metrics: mse: 39.478, avep: 0.946, top5: 0.948, frac_mc: 0.901, top1: 0.990, mae: 5.441, loss: 242.754

ITERATION - loss: 61.53:   0%|          | 0/13 [00:06<00:01,  7.32it/s]
ITERATION - loss: 219.07:   8%|▊         | 1/13 [00:06<00:06,  1.88it/s]
ITERATION - loss: 163.82:  23%|██▎       | 3/13 [00:06<00:04,  2.49it/s]
ITERATION - loss: 121.83:  31%|███       | 4/13 [00:06<00:02,  3.15it/s]
ITERATION - loss: 133.01:  38%|███▊      | 5/13 [00:06<00:02,  3.88it/s]
ITERATION - loss: 174.09:  46%|████▌     | 6/13 [00:07<00:01,  4.66it/s]
ITERATION - loss: 94.41:  54%|█████▍    | 7/13 [00:07<00:01,  5.21it/s] 
ITERATION - loss: 116.86:  62%|██████▏   | 8/13 [00:07<00:00,  5.97it/s]
ITERATION - loss: 169.48:  77%|███████▋  | 10/13 [00:07<00:00,  6.75it/s]
ITERATION - loss: 144.69:  92%|█████████▏| 12/13 [00:07<00:00,  7.58it/s]
ITERATION - loss: 54.08: 100%|██████████| 13/13 [00:07<00:00,  7.58it/s] 
Training Results - Epoch: 3 Metrics: mse: 60.825, avep: 0.959, top5: 0.962, frac_mc: 0.919, top1: 1.000, mae: 7.150, loss: 253.054

                                                                        

ITERATION - loss: 54.08:   0%|          | 0/13 [00:08<00:01,  7.58it/s]
                                                                       

Validation Results - Epoch: 3 Metrics: mse: 62.257, avep: 0.946, top5: 0.950, frac_mc: 0.901, top1: 0.990, mae: 7.322, loss: 323.579

ITERATION - loss: 54.08:   0%|          | 0/13 [00:08<00:01,  7.58it/s]
ITERATION - loss: 314.03:   8%|▊         | 1/13 [00:09<00:06,  1.94it/s]
ITERATION - loss: 305.68:  23%|██▎       | 3/13 [00:09<00:03,  2.56it/s]
ITERATION - loss: 145.71:  31%|███       | 4/13 [00:09<00:02,  3.23it/s]
ITERATION - loss: 948.78:  46%|████▌     | 6/13 [00:09<00:01,  4.05it/s]
ITERATION - loss: 1001.99:  62%|██████▏   | 8/13 [00:09<00:01,  4.93it/s]
ITERATION - loss: 1264.13:  77%|███████▋  | 10/13 [00:10<00:00,  5.89it/s]
ITERATION - loss: 1012.89:  85%|████████▍ | 11/13 [00:10<00:00,  6.35it/s]
ITERATION - loss: 1230.15:  92%|█████████▏| 12/13 [00:10<00:00,  7.09it/s]
ITERATION - loss: 238.70: 100%|██████████| 13/13 [00:10<00:00,  7.09it/s] 
                                                                         

Training Results - Epoch: 4 Metrics: mse: 49.100, avep: 0.959, top5: 0.963, frac_mc: 0.919, top1: 1.000, mae: 6.158, loss: 219.205

ITERATION - loss: 238.70:   0%|          | 0/13 [00:11<00:01,  7.09it/s]
                                                                        

Validation Results - Epoch: 4 Metrics: mse: 45.772, avep: 0.944, top5: 0.944, frac_mc: 0.899, top1: 0.990, mae: 5.990, loss: 228.142

ITERATION - loss: 238.70:   0%|          | 0/13 [00:11<00:01,  7.09it/s]
ITERATION - loss: 262.75:   8%|▊         | 1/13 [00:11<00:06,  1.92it/s]
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ITERATION - loss: 1145.59:  23%|██▎       | 3/13 [00:11<00:03,  3.17it/s]
ITERATION - loss: 1150.78:  31%|███       | 4/13 [00:12<00:02,  3.90it/s]
ITERATION - loss: 960.74:  38%|███▊      | 5/13 [00:12<00:01,  4.68it/s] 
ITERATION - loss: 401.33:  54%|█████▍    | 7/13 [00:12<00:01,  5.57it/s]
ITERATION - loss: 965.32:  62%|██████▏   | 8/13 [00:12<00:00,  6.13it/s]
ITERATION - loss: 1419.18:  69%|██████▉   | 9/13 [00:12<00:00,  6.93it/s]
ITERATION - loss: 874.12:  85%|████████▍ | 11/13 [00:12<00:00,  7.46it/s]
ITERATION - loss: 87.72: 100%|██████████| 13/13 [00:12<00:00,  8.78it/s] 
ITERATION - loss: 87.72: 100%|██████████| 13/13 [00:12<00:00,  8.78it/s]
                                                                        

Training Results - Epoch: 5 Metrics: mse: 65.678, avep: 0.509, top5: 0.297, frac_mc: 0.447, top1: 0.198, mae: 7.338, loss: 1070.257

ITERATION - loss: 87.72:   0%|          | 0/13 [00:13<00:01,  8.78it/s]
                                                                       

Validation Results - Epoch: 5 Metrics: mse: 61.927, avep: 0.500, top5: 0.284, frac_mc: 0.438, top1: 0.210, mae: 7.172, loss: 1023.273

ITERATION - loss: 87.72:   0%|          | 0/13 [00:14<00:01,  8.78it/s]
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ITERATION - loss: 159.38:  23%|██▎       | 3/13 [00:14<00:02,  4.30it/s]
ITERATION - loss: 172.90:  31%|███       | 4/13 [00:14<00:01,  5.08it/s]
ITERATION - loss: 166.70:  46%|████▌     | 6/13 [00:14<00:01,  6.05it/s]
ITERATION - loss: 103.14:  54%|█████▍    | 7/13 [00:14<00:00,  6.54it/s]
ITERATION - loss: 144.70:  69%|██████▉   | 9/13 [00:15<00:00,  7.39it/s]
ITERATION - loss: 131.53:  77%|███████▋  | 10/13 [00:15<00:00,  7.68it/s]
ITERATION - loss: 82.88:  92%|█████████▏| 12/13 [00:15<00:00,  8.17it/s] 
ITERATION - loss: 45.37: 100%|██████████| 13/13 [00:15<00:00,  8.17it/s]
                                                                        

Training Results - Epoch: 6 Metrics: mse: 32.585, avep: 0.968, top5: 0.970, frac_mc: 0.932, top1: 0.998, mae: 4.756, loss: 68.494

ITERATION - loss: 45.37:   0%|          | 0/13 [00:16<00:01,  8.17it/s]
                                                                       

Validation Results - Epoch: 6 Metrics: mse: 29.781, avep: 0.955, top5: 0.960, frac_mc: 0.919, top1: 0.990, mae: 4.578, loss: 88.455

ITERATION - loss: 45.37:   0%|          | 0/13 [00:16<00:01,  8.17it/s]
ITERATION - loss: 65.41:   8%|▊         | 1/13 [00:16<00:06,  2.00it/s]
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ITERATION - loss: 62.05:  23%|██▎       | 3/13 [00:16<00:03,  3.29it/s]
ITERATION - loss: 98.86:  38%|███▊      | 5/13 [00:17<00:01,  4.09it/s]
ITERATION - loss: 363.46:  54%|█████▍    | 7/13 [00:17<00:01,  5.03it/s]
ITERATION - loss: 470.24:  69%|██████▉   | 9/13 [00:17<00:00,  5.78it/s]
ITERATION - loss: 248.64:  77%|███████▋  | 10/13 [00:17<00:00,  6.55it/s]
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ITERATION - loss: 170.67: 100%|██████████| 13/13 [00:17<00:00,  7.18it/s]
                                                                         

Training Results - Epoch: 7 Metrics: mse: 20.621, avep: 0.951, top5: 0.957, frac_mc: 0.908, top1: 0.993, mae: 3.571, loss: 134.199

ITERATION - loss: 170.67:   0%|          | 0/13 [00:18<00:01,  7.18it/s]
                                                                        

Validation Results - Epoch: 7 Metrics: mse: 18.330, avep: 0.934, top5: 0.936, frac_mc: 0.889, top1: 0.970, mae: 3.369, loss: 164.846

ITERATION - loss: 170.67:   0%|          | 0/13 [00:19<00:01,  7.18it/s]
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ITERATION - loss: 181.15:  23%|██▎       | 3/13 [00:19<00:03,  3.22it/s]
ITERATION - loss: 181.03:  31%|███       | 4/13 [00:19<00:02,  4.03it/s]
ITERATION - loss: 147.54:  38%|███▊      | 5/13 [00:19<00:01,  4.86it/s]
ITERATION - loss: 105.08:  46%|████▌     | 6/13 [00:19<00:01,  5.37it/s]
ITERATION - loss: 146.91:  54%|█████▍    | 7/13 [00:19<00:00,  6.23it/s]
ITERATION - loss: 155.36:  62%|██████▏   | 8/13 [00:20<00:00,  7.02it/s]
ITERATION - loss: 125.92:  69%|██████▉   | 9/13 [00:20<00:00,  7.09it/s]
ITERATION - loss: 146.01:  77%|███████▋  | 10/13 [00:20<00:00,  7.57it/s]
ITERATION - loss: 142.44:  85%|████████▍ | 11/13 [00:20<00:00,  8.07it/s]
ITERATION - loss: 143.48:  92%|█████████▏| 12/13 [00:20<00:00,  8.04it/s]
ITERATION - loss: 68.95: 100%|██████████| 13/13 [00:20<00:00,  8.04it/s] 
                                                                        

Training Results - Epoch: 8 Metrics: mse: 26.440, avep: 0.959, top5: 0.962, frac_mc: 0.918, top1: 1.000, mae: 4.145, loss: 128.873

ITERATION - loss: 68.95:   0%|          | 0/13 [00:21<00:01,  8.04it/s]
Validation Results - Epoch: 8 Metrics: mse: 23.872, avep: 0.944, top5: 0.944, frac_mc: 0.900, top1: 0.980, mae: 3.954, loss: 155.376

                                                                       

ITERATION - loss: 68.95:   0%|          | 0/13 [00:21<00:01,  8.04it/s]
ITERATION - loss: 155.77:   8%|▊         | 1/13 [00:21<00:05,  2.02it/s]
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ITERATION - loss: 118.52:  46%|████▌     | 6/13 [00:22<00:01,  4.21it/s]
ITERATION - loss: 125.99:  54%|█████▍    | 7/13 [00:22<00:01,  4.95it/s]
ITERATION - loss: 108.20:  69%|██████▉   | 9/13 [00:22<00:00,  5.90it/s]
ITERATION - loss: 88.27:  77%|███████▋  | 10/13 [00:22<00:00,  6.37it/s]
ITERATION - loss: 83.20:  85%|████████▍ | 11/13 [00:22<00:00,  7.09it/s]
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ITERATION - loss: 54.89: 100%|██████████| 13/13 [00:23<00:00,  8.07it/s]
                                                                        

Training Results - Epoch: 9 Metrics: mse: 16.846, avep: 0.968, top5: 0.970, frac_mc: 0.934, top1: 0.998, mae: 3.181, loss: 63.662

ITERATION - loss: 54.89:   0%|          | 0/13 [00:24<00:01,  8.07it/s]
Validation Results - Epoch: 9 Metrics: mse: 14.771, avep: 0.955, top5: 0.958, frac_mc: 0.919, top1: 0.990, mae: 2.978, loss: 84.365

                                                                       

ITERATION - loss: 54.89:   0%|          | 0/13 [00:24<00:01,  8.07it/s]
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ITERATION - loss: 16.12: 100%|██████████| 13/13 [00:25<00:00,  6.83it/s]
                                                                        

Training Results - Epoch: 10 Metrics: mse: 14.929, avep: 0.972, top5: 0.976, frac_mc: 0.940, top1: 0.998, mae: 2.999, loss: 47.351

ITERATION - loss: 16.12:   0%|          | 0/13 [00:26<00:01,  6.83it/s]
                                                                       

Validation Results - Epoch: 10 Metrics: mse: 12.990, avep: 0.962, top5: 0.970, frac_mc: 0.926, top1: 0.990, mae: 2.791, loss: 61.572

ITERATION - loss: 16.12:   0%|          | 0/13 [00:26<00:01,  6.83it/s]
ITERATION - loss: 69.23:   8%|▊         | 1/13 [00:26<00:06,  1.99it/s]
ITERATION - loss: 31.95:  23%|██▎       | 3/13 [00:27<00:03,  2.62it/s]
ITERATION - loss: 127.06:  31%|███       | 4/13 [00:27<00:02,  3.30it/s]
ITERATION - loss: 106.87:  38%|███▊      | 5/13 [00:27<00:01,  4.09it/s]
ITERATION - loss: 239.71:  46%|████▌     | 6/13 [00:27<00:01,  4.95it/s]
ITERATION - loss: 167.84:  54%|█████▍    | 7/13 [00:27<00:01,  5.64it/s]
ITERATION - loss: 110.21:  69%|██████▉   | 9/13 [00:27<00:00,  6.54it/s]
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ITERATION - loss: 327.67:  85%|████████▍ | 11/13 [00:27<00:00,  7.35it/s]
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ITERATION - loss: 53.57:   0%|          | 0/13 [00:29<00:01,  8.20it/s]
Training Results - Epoch: 11 Metrics: mse: 29.382, avep: 0.960, top5: 0.964, frac_mc: 0.919, top1: 1.000, mae: 4.621, loss: 160.474

                                                                       

Validation Results - Epoch: 11 Metrics: mse: 29.783, avep: 0.947, top5: 0.948, frac_mc: 0.902, top1: 0.990, mae: 4.746, loss: 207.422

ITERATION - loss: 53.57:   0%|          | 0/13 [00:29<00:01,  8.20it/s]
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ITERATION - loss: 344.86: 100%|██████████| 13/13 [00:30<00:00,  8.05it/s]
                                                                         

Training Results - Epoch: 12 Metrics: mse: 1520.003, avep: 0.958, top5: 0.962, frac_mc: 0.917, top1: 1.000, mae: 38.654, loss: 662.913

ITERATION - loss: 344.86:   0%|          | 0/13 [00:31<00:01,  8.05it/s]
                                                                        
Validation Results - Epoch: 12 Metrics: mse: 1533.099, avep: 0.944, top5: 0.946, frac_mc: 0.899, top1: 0.980, mae: 38.837, loss: 841.060

ITERATION - loss: 344.86:   0%|          | 0/13 [00:31<00:01,  8.05it/s]
ITERATION - loss: 733.63:   8%|▊         | 1/13 [00:32<00:05,  2.00it/s]
ITERATION - loss: 507.88:  23%|██▎       | 3/13 [00:32<00:03,  2.60it/s]
ITERATION - loss: 414.12:  31%|███       | 4/13 [00:32<00:02,  3.34it/s]
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ITERATION - loss: 36.93:  69%|██████▉   | 9/13 [00:32<00:00,  6.92it/s]
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ITERATION - loss: 111.80:  92%|█████████▏| 12/13 [00:33<00:00,  8.05it/s]
ITERATION - loss: 30.29: 100%|██████████| 13/13 [00:33<00:00,  8.05it/s] 
                                                                        

Training Results - Epoch: 13 Metrics: mse: 17.016, avep: 0.964, top5: 0.967, frac_mc: 0.926, top1: 0.995, mae: 3.200, loss: 76.524

ITERATION - loss: 30.29:   0%|          | 0/13 [00:34<00:01,  8.05it/s]
                                                                       

Validation Results - Epoch: 13 Metrics: mse: 14.932, avep: 0.949, top5: 0.950, frac_mc: 0.910, top1: 0.980, mae: 2.997, loss: 99.561

ITERATION - loss: 30.29:   0%|          | 0/13 [00:34<00:01,  8.05it/s]
ITERATION - loss: 101.03:   8%|▊         | 1/13 [00:34<00:06,  1.97it/s]
ITERATION - loss: 114.67:  15%|█▌        | 2/13 [00:34<00:04,  2.57it/s]
ITERATION - loss: 107.76:  23%|██▎       | 3/13 [00:34<00:03,  3.25it/s]
ITERATION - loss: 112.41:  38%|███▊      | 5/13 [00:35<00:01,  4.10it/s]
ITERATION - loss: 86.08:  46%|████▌     | 6/13 [00:35<00:01,  4.73it/s] 
ITERATION - loss: 64.96:  54%|█████▍    | 7/13 [00:35<00:01,  5.59it/s]
ITERATION - loss: 83.97:  69%|██████▉   | 9/13 [00:35<00:00,  6.39it/s]
ITERATION - loss: 43.43:  77%|███████▋  | 10/13 [00:35<00:00,  7.14it/s]
ITERATION - loss: 53.66:  85%|████████▍ | 11/13 [00:35<00:00,  7.73it/s]
ITERATION - loss: 44.61:  92%|█████████▏| 12/13 [00:35<00:00,  8.05it/s]
ITERATION - loss: 27.74: 100%|██████████| 13/13 [00:35<00:00,  8.05it/s]
                                                                        

Training Results - Epoch: 14 Metrics: mse: 22.363, avep: 0.968, top5: 0.970, frac_mc: 0.935, top1: 0.998, mae: 3.710, loss: 66.977

ITERATION - loss: 27.74:   0%|          | 0/13 [00:36<00:01,  8.05it/s]
                                                                       

Validation Results - Epoch: 14 Metrics: mse: 19.972, avep: 0.959, top5: 0.964, frac_mc: 0.920, top1: 1.000, mae: 3.506, loss: 78.293

ITERATION - loss: 27.74:   0%|          | 0/13 [00:37<00:01,  8.05it/s]
ITERATION - loss: 79.98:   8%|▊         | 1/13 [00:37<00:06,  1.96it/s]
ITERATION - loss: 57.41:  15%|█▌        | 2/13 [00:37<00:04,  2.58it/s]
ITERATION - loss: 43.64:  31%|███       | 4/13 [00:37<00:02,  3.27it/s]
ITERATION - loss: 64.86:  38%|███▊      | 5/13 [00:37<00:01,  4.04it/s]
ITERATION - loss: 43.05:  46%|████▌     | 6/13 [00:37<00:01,  4.76it/s]
ITERATION - loss: 45.85:  62%|██████▏   | 8/13 [00:38<00:00,  5.66it/s]
ITERATION - loss: 74.29:  69%|██████▉   | 9/13 [00:38<00:00,  6.30it/s]
ITERATION - loss: 70.76:  77%|███████▋  | 10/13 [00:38<00:00,  6.97it/s]
ITERATION - loss: 62.51:  85%|████████▍ | 11/13 [00:38<00:00,  7.44it/s]
ITERATION - loss: 63.21:  92%|█████████▏| 12/13 [00:38<00:00,  7.43it/s]
ITERATION - loss: 34.58: 100%|██████████| 13/13 [00:38<00:00,  7.43it/s]
                                                                        

Training Results - Epoch: 15 Metrics: mse: 16.564, avep: 0.969, top5: 0.970, frac_mc: 0.935, top1: 0.998, mae: 3.144, loss: 56.004

ITERATION - loss: 34.58:   0%|          | 0/13 [00:39<00:01,  7.43it/s]
                                                                       

Validation Results - Epoch: 15 Metrics: mse: 14.508, avep: 0.960, top5: 0.964, frac_mc: 0.919, top1: 1.000, mae: 2.939, loss: 67.878

ITERATION - loss: 34.58:   0%|          | 0/13 [00:39<00:01,  7.43it/s]
ITERATION - loss: 57.19:   8%|▊         | 1/13 [00:39<00:06,  1.97it/s]
ITERATION - loss: 69.16:  23%|██▎       | 3/13 [00:40<00:03,  2.59it/s]
ITERATION - loss: 41.95:  31%|███       | 4/13 [00:40<00:02,  3.25it/s]
ITERATION - loss: 51.54:  46%|████▌     | 6/13 [00:40<00:01,  4.11it/s]
ITERATION - loss: 71.49:  54%|█████▍    | 7/13 [00:40<00:01,  4.79it/s]
ITERATION - loss: 46.16:  69%|██████▉   | 9/13 [00:40<00:00,  5.76it/s]
ITERATION - loss: 59.35:  77%|███████▋  | 10/13 [00:40<00:00,  6.59it/s]
ITERATION - loss: 53.43:  85%|████████▍ | 11/13 [00:40<00:00,  7.28it/s]
ITERATION - loss: 36.72: 100%|██████████| 13/13 [00:41<00:00,  8.55it/s]
ITERATION - loss: 36.72: 100%|██████████| 13/13 [00:41<00:00,  8.55it/s]
                                                                        

Training Results - Epoch: 16 Metrics: mse: 15.128, avep: 0.970, top5: 0.974, frac_mc: 0.937, top1: 0.998, mae: 3.014, loss: 51.462

ITERATION - loss: 36.72:   0%|          | 0/13 [00:42<00:01,  8.55it/s]
Validation Results - Epoch: 16 Metrics: mse: 13.176, avep: 0.963, top5: 0.968, frac_mc: 0.923, top1: 1.000, mae: 2.807, loss: 64.136

                                                                       

ITERATION - loss: 36.72:   0%|          | 0/13 [00:42<00:01,  8.55it/s]
ITERATION - loss: 44.95:  15%|█▌        | 2/13 [00:42<00:03,  3.32it/s]
ITERATION - loss: 54.21:  23%|██▎       | 3/13 [00:42<00:02,  4.11it/s]
ITERATION - loss: 40.76:  31%|███       | 4/13 [00:42<00:01,  4.96it/s]
ITERATION - loss: 45.71:  38%|███▊      | 5/13 [00:42<00:01,  5.61it/s]
ITERATION - loss: 31.76:  54%|█████▍    | 7/13 [00:43<00:00,  6.48it/s]
ITERATION - loss: 28.90:  62%|██████▏   | 8/13 [00:43<00:00,  6.60it/s]
ITERATION - loss: 74.75:  77%|███████▋  | 10/13 [00:43<00:00,  7.36it/s]
ITERATION - loss: 62.36:  85%|████████▍ | 11/13 [00:43<00:00,  7.85it/s]
ITERATION - loss: 41.78:  92%|█████████▏| 12/13 [00:43<00:00,  8.07it/s]
ITERATION - loss: 50.99: 100%|██████████| 13/13 [00:43<00:00,  8.07it/s]
                                                                        

ITERATION - loss: 50.99:   0%|          | 0/13 [00:44<00:01,  8.07it/s]
Training Results - Epoch: 17 Metrics: mse: 14.728, avep: 0.970, top5: 0.972, frac_mc: 0.939, top1: 0.998, mae: 2.979, loss: 50.190

                                                                       

Validation Results - Epoch: 17 Metrics: mse: 12.808, avep: 0.962, top5: 0.968, frac_mc: 0.922, top1: 1.000, mae: 2.772, loss: 64.304

ITERATION - loss: 50.99:   0%|          | 0/13 [00:44<00:01,  8.07it/s]
ITERATION - loss: 46.38:   8%|▊         | 1/13 [00:44<00:06,  2.00it/s]
ITERATION - loss: 58.57:  15%|█▌        | 2/13 [00:45<00:04,  2.61it/s]
ITERATION - loss: 72.24:  23%|██▎       | 3/13 [00:45<00:03,  3.27it/s]
ITERATION - loss: 54.27:  38%|███▊      | 5/13 [00:45<00:01,  4.14it/s]
ITERATION - loss: 40.37:  46%|████▌     | 6/13 [00:45<00:01,  4.91it/s]
ITERATION - loss: 45.14:  54%|█████▍    | 7/13 [00:45<00:01,  5.74it/s]
ITERATION - loss: 51.21:  69%|██████▉   | 9/13 [00:45<00:00,  6.67it/s]
ITERATION - loss: 50.82:  77%|███████▋  | 10/13 [00:45<00:00,  7.01it/s]
ITERATION - loss: 42.76:  85%|████████▍ | 11/13 [00:46<00:00,  7.60it/s]
ITERATION - loss: 53.80: 100%|██████████| 13/13 [00:46<00:00,  8.58it/s]
ITERATION - loss: 53.80: 100%|██████████| 13/13 [00:46<00:00,  8.58it/s]
Training Results - Epoch: 18 Metrics: mse: 14.847, avep: 0.971, top5: 0.975, frac_mc: 0.938, top1: 0.998, mae: 2.989, loss: 50.582
                                                                        

ITERATION - loss: 53.80:   0%|          | 0/13 [00:47<00:01,  8.58it/s]
                                                                       

Validation Results - Epoch: 18 Metrics: mse: 12.917, avep: 0.963, top5: 0.968, frac_mc: 0.923, top1: 1.000, mae: 2.781, loss: 63.043

ITERATION - loss: 53.80:   0%|          | 0/13 [00:47<00:01,  8.58it/s]
ITERATION - loss: 44.52:  15%|█▌        | 2/13 [00:47<00:03,  3.43it/s]
ITERATION - loss: 29.36:  23%|██▎       | 3/13 [00:47<00:02,  4.25it/s]
ITERATION - loss: 63.57:  31%|███       | 4/13 [00:47<00:01,  4.93it/s]
ITERATION - loss: 48.16:  46%|████▌     | 6/13 [00:48<00:01,  5.75it/s]
ITERATION - loss: 50.37:  54%|█████▍    | 7/13 [00:48<00:00,  6.34it/s]
ITERATION - loss: 47.14:  62%|██████▏   | 8/13 [00:48<00:00,  7.09it/s]
ITERATION - loss: 32.24:  69%|██████▉   | 9/13 [00:48<00:00,  7.63it/s]
ITERATION - loss: 73.63:  77%|███████▋  | 10/13 [00:48<00:00,  8.18it/s]
ITERATION - loss: 38.85:  85%|████████▍ | 11/13 [00:48<00:00,  8.60it/s]
ITERATION - loss: 34.76: 100%|██████████| 13/13 [00:48<00:00,  9.79it/s]
ITERATION - loss: 34.76: 100%|██████████| 13/13 [00:48<00:00,  9.79it/s]
                                                                        

ITERATION - loss: 34.76:   0%|          | 0/13 [00:49<00:01,  9.79it/s]
Training Results - Epoch: 19 Metrics: mse: 14.374, avep: 0.971, top5: 0.975, frac_mc: 0.939, top1: 0.998, mae: 2.948, loss: 49.179

                                                                       

Validation Results - Epoch: 19 Metrics: mse: 12.484, avep: 0.963, top5: 0.968, frac_mc: 0.924, top1: 1.000, mae: 2.740, loss: 62.883

ITERATION - loss: 34.76:   0%|          | 0/13 [00:49<00:01,  9.79it/s]
ITERATION - loss: 53.50:  15%|█▌        | 2/13 [00:50<00:03,  3.41it/s]
ITERATION - loss: 42.05:  31%|███       | 4/13 [00:50<00:02,  4.25it/s]
ITERATION - loss: 42.40:  38%|███▊      | 5/13 [00:50<00:01,  5.00it/s]
ITERATION - loss: 41.66:  46%|████▌     | 6/13 [00:50<00:01,  5.82it/s]
ITERATION - loss: 53.20:  62%|██████▏   | 8/13 [00:50<00:00,  6.52it/s]
ITERATION - loss: 38.41:  77%|███████▋  | 10/13 [00:51<00:00,  7.31it/s]
ITERATION - loss: 55.79:  85%|████████▍ | 11/13 [00:51<00:00,  7.12it/s]
ITERATION - loss: 40.52:  92%|█████████▏| 12/13 [00:51<00:00,  7.78it/s]
ITERATION - loss: 22.69: 100%|██████████| 13/13 [00:51<00:00,  7.78it/s]
                                                                        

Training Results - Epoch: 20 Metrics: mse: 14.213, avep: 0.971, top5: 0.975, frac_mc: 0.939, top1: 0.998, mae: 2.934, loss: 48.646

ITERATION - loss: 22.69:   0%|          | 0/13 [00:52<00:01,  7.78it/s]
                                                                       

Validation Results - Epoch: 20 Metrics: mse: 12.337, avep: 0.963, top5: 0.968, frac_mc: 0.924, top1: 1.000, mae: 2.726, loss: 62.004

ITERATION - loss: 22.69:   0%|          | 0/13 [00:52<00:01,  7.78it/s]
                                                                       
mse: 12.337
avep: 0.963
top5: 0.968
frac_mc: 0.924
top1: 1.000
mae: 2.726
loss: 62.004
