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Training Results - Epoch: 0 Metrics: mse: 1.070, avep: 0.847, top5: 0.851, frac_mc: 0.764, top1: 0.935, mae: 0.822, loss: 0.009

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

Validation Results - Epoch: 0 Metrics: mse: 1.043, avep: 0.837, top5: 0.838, frac_mc: 0.739, top1: 0.940, mae: 0.809, loss: 0.008

ITERATION - loss: 0.00:   0%|          | 0/13 [00:01<?, ?it/s]
ITERATION - loss: 0.01:   8%|▊         | 1/13 [00:01<00:15,  1.25s/it]
ITERATION - loss: 0.01:  23%|██▎       | 3/13 [00:01<00:09,  1.11it/s]
ITERATION - loss: 0.01:  38%|███▊      | 5/13 [00:01<00:05,  1.52it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [00:01<00:02,  2.06it/s]
ITERATION - loss: 0.01:  69%|██████▉   | 9/13 [00:01<00:01,  2.75it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [00:02<00:00,  3.58it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:02<00:00,  4.68it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:02<00:00,  4.68it/s]
                                                                       

Training Results - Epoch: 1 Metrics: mse: 0.999, avep: 0.860, top5: 0.865, frac_mc: 0.781, top1: 0.948, mae: 0.785, loss: 0.008

ITERATION - loss: 0.01:   0%|          | 0/13 [00:03<00:02,  4.68it/s]
                                                                      

Validation Results - Epoch: 1 Metrics: mse: 0.975, avep: 0.850, top5: 0.846, frac_mc: 0.765, top1: 0.950, mae: 0.773, loss: 0.008

ITERATION - loss: 0.01:   0%|          | 0/13 [00:03<00:02,  4.68it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [00:03<00:03,  2.81it/s]
ITERATION - loss: 0.01:  23%|██▎       | 3/13 [00:03<00:02,  3.51it/s]
ITERATION - loss: 0.01:  38%|███▊      | 5/13 [00:03<00:01,  4.48it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [00:04<00:01,  5.47it/s]
ITERATION - loss: 0.01:  69%|██████▉   | 9/13 [00:04<00:00,  6.69it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [00:04<00:00,  7.65it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:04<00:00,  9.31it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:04<00:00,  9.31it/s]
Training Results - Epoch: 2 Metrics: mse: 0.995, avep: 0.864, top5: 0.864, frac_mc: 0.781, top1: 0.953, mae: 0.784, loss: 0.008

                                                                       

ITERATION - loss: 0.01:   0%|          | 0/13 [00:05<00:01,  9.31it/s]
                                                                      

ITERATION - loss: 0.01:   0%|          | 0/13 [00:05<00:01,  9.31it/s]
Validation Results - Epoch: 2 Metrics: mse: 0.971, avep: 0.853, top5: 0.852, frac_mc: 0.762, top1: 0.950, mae: 0.773, loss: 0.008

ITERATION - loss: 0.01:  15%|█▌        | 2/13 [00:05<00:03,  3.61it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [00:05<00:01,  4.67it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:06<00:01,  5.72it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:06<00:00,  7.02it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:06<00:00,  8.02it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:06<00:00,  8.92it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:06<00:00,  8.92it/s]
Training Results - Epoch: 3 Metrics: mse: 0.922, avep: 0.865, top5: 0.865, frac_mc: 0.780, top1: 0.950, mae: 0.762, loss: 0.008

                                                                       

ITERATION - loss: 0.01:   0%|          | 0/13 [00:07<00:01,  8.92it/s]
                                                                      

Validation Results - Epoch: 3 Metrics: mse: 0.901, avep: 0.856, top5: 0.850, frac_mc: 0.764, top1: 0.950, mae: 0.752, loss: 0.008

ITERATION - loss: 0.01:   0%|          | 0/13 [00:07<00:01,  8.92it/s]
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ITERATION - loss: 0.01:  31%|███       | 4/13 [00:08<00:01,  4.53it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:08<00:01,  5.66it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:08<00:00,  6.71it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:08<00:00,  7.97it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:08<00:00,  8.68it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:08<00:00,  8.68it/s]
                                                                       

Training Results - Epoch: 4 Metrics: mse: 0.603, avep: 0.865, top5: 0.864, frac_mc: 0.781, top1: 0.950, mae: 0.615, loss: 0.007

ITERATION - loss: 0.01:   0%|          | 0/13 [00:09<00:01,  8.68it/s]
                                                                      

Validation Results - Epoch: 4 Metrics: mse: 0.604, avep: 0.856, top5: 0.850, frac_mc: 0.764, top1: 0.950, mae: 0.623, loss: 0.007

ITERATION - loss: 0.01:   0%|          | 0/13 [00:09<00:01,  8.68it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [00:10<00:03,  3.51it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [00:10<00:01,  4.53it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:10<00:01,  5.57it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:10<00:00,  6.70it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:10<00:00,  7.63it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:10<00:00,  8.67it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:10<00:00,  8.67it/s]
Training Results - Epoch: 5 Metrics: mse: 0.596, avep: 0.865, top5: 0.864, frac_mc: 0.781, top1: 0.950, mae: 0.610, loss: 0.007

                                                                       

ITERATION - loss: 0.01:   0%|          | 0/13 [00:11<00:01,  8.67it/s]
                                                                      

Validation Results - Epoch: 5 Metrics: mse: 0.598, avep: 0.856, top5: 0.850, frac_mc: 0.764, top1: 0.950, mae: 0.618, loss: 0.007

ITERATION - loss: 0.01:   0%|          | 0/13 [00:12<00:01,  8.67it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [00:12<00:03,  3.53it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [00:12<00:02,  4.47it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:12<00:01,  5.66it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:12<00:00,  6.80it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:12<00:00,  8.01it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:12<00:00,  9.02it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:13<00:00,  9.02it/s]
                                                                       

Training Results - Epoch: 6 Metrics: mse: 0.620, avep: 0.865, top5: 0.864, frac_mc: 0.781, top1: 0.950, mae: 0.627, loss: 0.007

ITERATION - loss: 0.01:   0%|          | 0/13 [00:13<00:01,  9.02it/s]
                                                                      

Validation Results - Epoch: 6 Metrics: mse: 0.619, avep: 0.856, top5: 0.850, frac_mc: 0.765, top1: 0.950, mae: 0.633, loss: 0.007

ITERATION - loss: 0.01:   0%|          | 0/13 [00:14<00:01,  9.02it/s]
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ITERATION - loss: 0.01:  31%|███       | 4/13 [00:14<00:01,  4.80it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:14<00:01,  6.00it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:14<00:00,  7.15it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:14<00:00,  8.35it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:14<00:00,  9.54it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:15<00:00,  9.54it/s]
                                                                       
Training Results - Epoch: 7 Metrics: mse: 0.574, avep: 0.865, top5: 0.864, frac_mc: 0.781, top1: 0.950, mae: 0.599, loss: 0.007


ITERATION - loss: 0.01:   0%|          | 0/13 [00:15<00:01,  9.54it/s]
                                                                      

ITERATION - loss: 0.01:   0%|          | 0/13 [00:16<00:01,  9.54it/s]
Validation Results - Epoch: 7 Metrics: mse: 0.580, avep: 0.856, top5: 0.850, frac_mc: 0.765, top1: 0.950, mae: 0.610, loss: 0.007

ITERATION - loss: 0.01:  15%|█▌        | 2/13 [00:16<00:02,  3.80it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [00:16<00:01,  4.81it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:16<00:01,  5.98it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:16<00:00,  7.01it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:16<00:00,  8.28it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:17<00:00,  8.84it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:17<00:00,  8.84it/s]
Training Results - Epoch: 8 Metrics: mse: 0.587, avep: 0.865, top5: 0.864, frac_mc: 0.781, top1: 0.950, mae: 0.604, loss: 0.007

                                                                       

ITERATION - loss: 0.01:   0%|          | 0/13 [00:17<00:01,  8.84it/s]
Validation Results - Epoch: 8 Metrics: mse: 0.591, avep: 0.856, top5: 0.850, frac_mc: 0.765, top1: 0.950, mae: 0.614, loss: 0.007

                                                                      

ITERATION - loss: 0.01:   0%|          | 0/13 [00:18<00:01,  8.84it/s]
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ITERATION - loss: 0.01:  31%|███       | 4/13 [00:18<00:01,  4.75it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:18<00:01,  5.99it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:18<00:00,  7.11it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:18<00:00,  8.30it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:19<00:00,  9.10it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:19<00:00,  9.10it/s]
Training Results - Epoch: 9 Metrics: mse: 0.612, avep: 0.865, top5: 0.863, frac_mc: 0.781, top1: 0.950, mae: 0.622, loss: 0.007

                                                                       

ITERATION - loss: 0.01:   0%|          | 0/13 [00:19<00:01,  9.10it/s]
                                                                      

Validation Results - Epoch: 9 Metrics: mse: 0.612, avep: 0.856, top5: 0.850, frac_mc: 0.765, top1: 0.950, mae: 0.628, loss: 0.007

ITERATION - loss: 0.01:   0%|          | 0/13 [00:20<00:01,  9.10it/s]
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ITERATION - loss: 0.01:  31%|███       | 4/13 [00:20<00:01,  4.85it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:20<00:01,  6.03it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:20<00:00,  7.16it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:20<00:00,  8.37it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:21<00:00,  9.17it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:21<00:00,  9.17it/s]
                                                                       

Training Results - Epoch: 10 Metrics: mse: 0.578, avep: 0.865, top5: 0.864, frac_mc: 0.781, top1: 0.950, mae: 0.600, loss: 0.007

ITERATION - loss: 0.01:   0%|          | 0/13 [00:21<00:01,  9.17it/s]
                                                                      

Validation Results - Epoch: 10 Metrics: mse: 0.584, avep: 0.855, top5: 0.850, frac_mc: 0.765, top1: 0.940, mae: 0.611, loss: 0.007

ITERATION - loss: 0.01:   0%|          | 0/13 [00:22<00:01,  9.17it/s]
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ITERATION - loss: 0.01:  31%|███       | 4/13 [00:22<00:01,  4.75it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:22<00:01,  5.98it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:22<00:00,  7.14it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:22<00:00,  8.42it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:23<00:00,  9.25it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:23<00:00,  9.25it/s]
                                                                       

Training Results - Epoch: 11 Metrics: mse: 0.599, avep: 0.865, top5: 0.865, frac_mc: 0.781, top1: 0.950, mae: 0.612, loss: 0.006

ITERATION - loss: 0.01:   0%|          | 0/13 [00:23<00:01,  9.25it/s]
Validation Results - Epoch: 11 Metrics: mse: 0.601, avep: 0.856, top5: 0.850, frac_mc: 0.766, top1: 0.940, mae: 0.621, loss: 0.007

                                                                      

ITERATION - loss: 0.01:   0%|          | 0/13 [00:24<00:01,  9.25it/s]
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ITERATION - loss: 0.01:  31%|███       | 4/13 [00:24<00:01,  5.09it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:24<00:01,  6.21it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:24<00:00,  7.52it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:24<00:00,  8.56it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:24<00:00,  9.24it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:25<00:00,  9.24it/s]
                                                                       

Training Results - Epoch: 12 Metrics: mse: 0.625, avep: 0.865, top5: 0.865, frac_mc: 0.782, top1: 0.950, mae: 0.630, loss: 0.007

ITERATION - loss: 0.01:   0%|          | 0/13 [00:25<00:01,  9.24it/s]
Validation Results - Epoch: 12 Metrics: mse: 0.623, avep: 0.856, top5: 0.852, frac_mc: 0.766, top1: 0.940, mae: 0.635, loss: 0.007

                                                                      

ITERATION - loss: 0.01:   0%|          | 0/13 [00:25<00:01,  9.24it/s]
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ITERATION - loss: 0.01:  31%|███       | 4/13 [00:26<00:01,  5.22it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:26<00:01,  6.41it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:26<00:00,  7.51it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:26<00:00,  8.70it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:26<00:00,  9.80it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:26<00:00,  9.80it/s]
Training Results - Epoch: 13 Metrics: mse: 0.587, avep: 0.865, top5: 0.865, frac_mc: 0.782, top1: 0.953, mae: 0.604, loss: 0.006

                                                                       

ITERATION - loss: 0.01:   0%|          | 0/13 [00:27<00:01,  9.80it/s]
                                                                      

Validation Results - Epoch: 13 Metrics: mse: 0.591, avep: 0.856, top5: 0.852, frac_mc: 0.766, top1: 0.940, mae: 0.614, loss: 0.007

ITERATION - loss: 0.01:   0%|          | 0/13 [00:27<00:01,  9.80it/s]
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ITERATION - loss: 0.01:  31%|███       | 4/13 [00:28<00:01,  5.24it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:28<00:01,  6.30it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:28<00:00,  7.54it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:28<00:00,  8.52it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:28<00:00,  9.78it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:28<00:00,  9.78it/s]
                                                                       

Training Results - Epoch: 14 Metrics: mse: 0.576, avep: 0.865, top5: 0.865, frac_mc: 0.782, top1: 0.953, mae: 0.599, loss: 0.006

ITERATION - loss: 0.01:   0%|          | 0/13 [00:29<00:01,  9.78it/s]
                                                                      

Validation Results - Epoch: 14 Metrics: mse: 0.581, avep: 0.856, top5: 0.852, frac_mc: 0.764, top1: 0.940, mae: 0.610, loss: 0.007

ITERATION - loss: 0.01:   0%|          | 0/13 [00:29<00:01,  9.78it/s]
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ITERATION - loss: 0.01:  31%|███       | 4/13 [00:30<00:01,  5.22it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:30<00:01,  6.29it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:30<00:00,  7.13it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:30<00:00,  8.19it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:30<00:00,  9.01it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:30<00:00,  9.01it/s]
                                                                       

ITERATION - loss: 0.01:   0%|          | 0/13 [00:31<00:01,  9.01it/s]
Training Results - Epoch: 15 Metrics: mse: 0.611, avep: 0.865, top5: 0.865, frac_mc: 0.782, top1: 0.953, mae: 0.622, loss: 0.006

                                                                      

Validation Results - Epoch: 15 Metrics: mse: 0.611, avep: 0.856, top5: 0.852, frac_mc: 0.766, top1: 0.940, mae: 0.628, loss: 0.006

ITERATION - loss: 0.01:   0%|          | 0/13 [00:31<00:01,  9.01it/s]
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ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:32<00:00,  6.99it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:32<00:00,  7.84it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:32<00:00,  9.14it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:32<00:00,  9.14it/s]
                                                                       

Training Results - Epoch: 16 Metrics: mse: 0.595, avep: 0.865, top5: 0.864, frac_mc: 0.781, top1: 0.950, mae: 0.611, loss: 0.006

ITERATION - loss: 0.01:   0%|          | 0/13 [00:33<00:01,  9.14it/s]
                                                                      

Validation Results - Epoch: 16 Metrics: mse: 0.596, avep: 0.855, top5: 0.850, frac_mc: 0.764, top1: 0.940, mae: 0.619, loss: 0.006

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ITERATION - loss: 0.01:  31%|███       | 4/13 [00:34<00:01,  4.92it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:34<00:01,  6.10it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:34<00:00,  6.98it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:34<00:00,  8.10it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:34<00:00,  8.83it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:34<00:00,  8.83it/s]
                                                                       

Training Results - Epoch: 17 Metrics: mse: 0.576, avep: 0.864, top5: 0.864, frac_mc: 0.780, top1: 0.950, mae: 0.600, loss: 0.006

ITERATION - loss: 0.01:   0%|          | 0/13 [00:35<00:01,  8.83it/s]
                                                                      

Validation Results - Epoch: 17 Metrics: mse: 0.579, avep: 0.853, top5: 0.850, frac_mc: 0.759, top1: 0.950, mae: 0.609, loss: 0.006

ITERATION - loss: 0.01:   0%|          | 0/13 [00:35<00:01,  8.83it/s]
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ITERATION - loss: 0.01:  31%|███       | 4/13 [00:35<00:01,  5.02it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:36<00:01,  6.06it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:36<00:00,  7.29it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:36<00:00,  8.21it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:36<00:00,  9.52it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:36<00:00,  9.52it/s]
Training Results - Epoch: 18 Metrics: mse: 0.571, avep: 0.862, top5: 0.861, frac_mc: 0.779, top1: 0.940, mae: 0.605, loss: 0.006

                                                                       

ITERATION - loss: 0.01:   0%|          | 0/13 [00:37<00:01,  9.52it/s]
Validation Results - Epoch: 18 Metrics: mse: 0.569, avep: 0.852, top5: 0.846, frac_mc: 0.758, top1: 0.950, mae: 0.610, loss: 0.006

                                                                      

ITERATION - loss: 0.01:   0%|          | 0/13 [00:37<00:01,  9.52it/s]
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ITERATION - loss: 0.01:  31%|███       | 4/13 [00:37<00:01,  5.21it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:38<00:01,  6.33it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:38<00:00,  7.38it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:38<00:00,  8.62it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:38<00:00,  9.68it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:38<00:00,  9.68it/s]
                                                                       

Training Results - Epoch: 19 Metrics: mse: 0.339, avep: 0.871, top5: 0.873, frac_mc: 0.787, top1: 0.948, mae: 0.454, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:39<00:01,  9.68it/s]
                                                                      

Validation Results - Epoch: 19 Metrics: mse: 0.356, avep: 0.861, top5: 0.862, frac_mc: 0.774, top1: 0.940, mae: 0.473, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:39<00:01,  9.68it/s]
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ITERATION - loss: 0.00:  31%|███       | 4/13 [00:39<00:01,  5.26it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:39<00:01,  6.37it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:40<00:00,  7.65it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:40<00:00,  8.15it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:40<00:00,  9.20it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:40<00:00,  9.20it/s]
                                                                       

Training Results - Epoch: 20 Metrics: mse: 0.336, avep: 0.876, top5: 0.878, frac_mc: 0.793, top1: 0.953, mae: 0.452, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:41<00:01,  9.20it/s]
                                                                      

Validation Results - Epoch: 20 Metrics: mse: 0.361, avep: 0.867, top5: 0.870, frac_mc: 0.778, top1: 0.940, mae: 0.474, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:41<00:01,  9.20it/s]
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ITERATION - loss: 0.00:  31%|███       | 4/13 [00:41<00:01,  4.90it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:41<00:01,  6.01it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:42<00:00,  7.28it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:42<00:00,  8.58it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:42<00:00,  9.86it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:42<00:00,  9.86it/s]
                                                                       

Training Results - Epoch: 21 Metrics: mse: 0.295, avep: 0.875, top5: 0.877, frac_mc: 0.793, top1: 0.950, mae: 0.429, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [00:43<00:01,  9.86it/s]
                                                                      

Validation Results - Epoch: 21 Metrics: mse: 0.320, avep: 0.852, top5: 0.854, frac_mc: 0.764, top1: 0.900, mae: 0.452, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [00:43<00:01,  9.86it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:43<00:02,  4.15it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:43<00:01,  5.21it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:43<00:01,  6.26it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:43<00:00,  7.45it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:44<00:00,  8.60it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:44<00:00,  9.85it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:44<00:00,  9.85it/s]
                                                                       

Training Results - Epoch: 22 Metrics: mse: 0.299, avep: 0.874, top5: 0.880, frac_mc: 0.790, top1: 0.953, mae: 0.431, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [00:44<00:01,  9.85it/s]
                                                                      

Validation Results - Epoch: 22 Metrics: mse: 0.325, avep: 0.852, top5: 0.858, frac_mc: 0.771, top1: 0.900, mae: 0.455, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [00:45<00:01,  9.85it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:45<00:02,  4.09it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:45<00:01,  5.15it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:45<00:01,  6.29it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:45<00:00,  7.51it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:45<00:00,  8.87it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:46<00:00,  9.60it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:46<00:00,  9.60it/s]
                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [00:46<00:01,  9.60it/s]
Training Results - Epoch: 23 Metrics: mse: 0.283, avep: 0.882, top5: 0.882, frac_mc: 0.801, top1: 0.955, mae: 0.423, loss: 0.003

                                                                      

Validation Results - Epoch: 23 Metrics: mse: 0.299, avep: 0.866, top5: 0.870, frac_mc: 0.790, top1: 0.910, mae: 0.440, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [00:47<00:01,  9.60it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:47<00:02,  4.03it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:47<00:01,  5.01it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:47<00:01,  6.18it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:47<00:00,  7.54it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:47<00:00,  8.74it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:48<00:00,  9.63it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:48<00:00,  9.63it/s]
                                                                       

Training Results - Epoch: 24 Metrics: mse: 0.290, avep: 0.880, top5: 0.883, frac_mc: 0.798, top1: 0.960, mae: 0.424, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [00:48<00:01,  9.63it/s]
                                                                      

Validation Results - Epoch: 24 Metrics: mse: 0.308, avep: 0.867, top5: 0.872, frac_mc: 0.781, top1: 0.930, mae: 0.442, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [00:49<00:01,  9.63it/s]
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ITERATION - loss: 0.00:  31%|███       | 4/13 [00:49<00:01,  5.18it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:49<00:01,  6.40it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:49<00:00,  7.32it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:49<00:00,  8.51it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:49<00:00,  9.29it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:49<00:00,  9.29it/s]
                                                                       

Training Results - Epoch: 25 Metrics: mse: 0.308, avep: 0.879, top5: 0.879, frac_mc: 0.796, top1: 0.958, mae: 0.447, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [00:50<00:01,  9.29it/s]
                                                                      

Validation Results - Epoch: 25 Metrics: mse: 0.314, avep: 0.869, top5: 0.868, frac_mc: 0.781, top1: 0.930, mae: 0.456, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [00:50<00:01,  9.29it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:51<00:02,  4.05it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:51<00:01,  5.09it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:51<00:01,  6.41it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:51<00:00,  7.60it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:51<00:00,  8.47it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:51<00:00,  9.00it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:51<00:00,  9.00it/s]
                                                                       

Training Results - Epoch: 26 Metrics: mse: 0.297, avep: 0.879, top5: 0.881, frac_mc: 0.798, top1: 0.960, mae: 0.437, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [00:52<00:01,  9.00it/s]
                                                                      

Validation Results - Epoch: 26 Metrics: mse: 0.307, avep: 0.869, top5: 0.874, frac_mc: 0.781, top1: 0.930, mae: 0.450, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [00:52<00:01,  9.00it/s]
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ITERATION - loss: 0.00:  31%|███       | 4/13 [00:53<00:01,  4.72it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:53<00:01,  5.81it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:53<00:00,  7.05it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:53<00:00,  8.00it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:53<00:00,  9.26it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:53<00:00,  9.26it/s]
                                                                       

Training Results - Epoch: 27 Metrics: mse: 0.307, avep: 0.882, top5: 0.884, frac_mc: 0.801, top1: 0.955, mae: 0.434, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [00:54<00:01,  9.26it/s]
                                                                      

Validation Results - Epoch: 27 Metrics: mse: 0.334, avep: 0.865, top5: 0.872, frac_mc: 0.785, top1: 0.910, mae: 0.457, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [00:54<00:01,  9.26it/s]
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ITERATION - loss: 0.00:  31%|███       | 4/13 [00:55<00:01,  5.05it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:55<00:01,  6.04it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:55<00:00,  7.20it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:55<00:00,  8.47it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:55<00:00,  9.56it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:55<00:00,  9.56it/s]
                                                                       

Training Results - Epoch: 28 Metrics: mse: 0.308, avep: 0.882, top5: 0.887, frac_mc: 0.801, top1: 0.955, mae: 0.434, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [00:56<00:01,  9.56it/s]
Validation Results - Epoch: 28 Metrics: mse: 0.332, avep: 0.867, top5: 0.872, frac_mc: 0.787, top1: 0.920, mae: 0.454, loss: 0.003

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [00:56<00:01,  9.56it/s]
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ITERATION - loss: 0.00:  31%|███       | 4/13 [00:57<00:01,  5.24it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:57<00:01,  6.45it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:57<00:00,  7.48it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:57<00:00,  8.73it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:57<00:00, 10.09it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:57<00:00, 10.09it/s]
Training Results - Epoch: 29 Metrics: mse: 0.285, avep: 0.881, top5: 0.884, frac_mc: 0.799, top1: 0.958, mae: 0.422, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [00:58<00:01, 10.09it/s]
Validation Results - Epoch: 29 Metrics: mse: 0.302, avep: 0.868, top5: 0.872, frac_mc: 0.787, top1: 0.920, mae: 0.439, loss: 0.003

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [00:58<00:01, 10.09it/s]
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ITERATION - loss: 0.00:  31%|███       | 4/13 [00:58<00:01,  5.38it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:59<00:01,  6.69it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:59<00:00,  7.98it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:59<00:00,  9.22it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:59<00:00,  9.93it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:59<00:00,  9.93it/s]
Training Results - Epoch: 30 Metrics: mse: 0.283, avep: 0.882, top5: 0.882, frac_mc: 0.800, top1: 0.955, mae: 0.422, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [01:00<00:01,  9.93it/s]
                                                                      

Validation Results - Epoch: 30 Metrics: mse: 0.298, avep: 0.867, top5: 0.870, frac_mc: 0.788, top1: 0.920, mae: 0.439, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:00<00:01,  9.93it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:00<00:02,  4.03it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:00<00:01,  4.95it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:01<00:01,  6.08it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:01<00:00,  7.17it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:01<00:00,  8.41it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:01<00:00,  9.21it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:01<00:00,  9.21it/s]
                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [01:02<00:01,  9.21it/s]
Training Results - Epoch: 31 Metrics: mse: 0.283, avep: 0.882, top5: 0.884, frac_mc: 0.801, top1: 0.955, mae: 0.420, loss: 0.003

Validation Results - Epoch: 31 Metrics: mse: 0.302, avep: 0.866, top5: 0.866, frac_mc: 0.790, top1: 0.910, mae: 0.439, loss: 0.003
                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [01:02<00:01,  9.21it/s]
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ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:03<00:00,  6.96it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:03<00:00,  8.24it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:03<00:00,  9.10it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:03<00:00,  9.10it/s]
                                                                       
Training Results - Epoch: 32 Metrics: mse: 0.282, avep: 0.882, top5: 0.885, frac_mc: 0.799, top1: 0.953, mae: 0.422, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:04<00:01,  9.10it/s]
                                                                      
Validation Results - Epoch: 32 Metrics: mse: 0.298, avep: 0.866, top5: 0.872, frac_mc: 0.790, top1: 0.920, mae: 0.439, loss: 0.003


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ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:05<00:00,  9.12it/s]
                                                                       

Training Results - Epoch: 33 Metrics: mse: 0.282, avep: 0.882, top5: 0.886, frac_mc: 0.799, top1: 0.953, mae: 0.421, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:06<00:01,  9.12it/s]
                                                                      

Validation Results - Epoch: 33 Metrics: mse: 0.298, avep: 0.866, top5: 0.870, frac_mc: 0.790, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:06<00:01,  9.12it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:07<00:03,  3.51it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [01:07<00:02,  4.24it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [01:07<00:01,  5.27it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [01:07<00:00,  6.30it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [01:07<00:00,  7.48it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [01:07<00:00,  8.21it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:08<00:00,  9.86it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:08<00:00,  9.86it/s]
Training Results - Epoch: 34 Metrics: mse: 0.281, avep: 0.882, top5: 0.886, frac_mc: 0.800, top1: 0.953, mae: 0.421, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [01:08<00:01,  9.86it/s]
Validation Results - Epoch: 34 Metrics: mse: 0.297, avep: 0.865, top5: 0.872, frac_mc: 0.789, top1: 0.910, mae: 0.438, loss: 0.003

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [01:09<00:01,  9.86it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:09<00:02,  3.70it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:09<00:01,  4.65it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:09<00:01,  5.81it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:09<00:00,  6.83it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:10<00:00,  7.86it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:10<00:00,  8.49it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:10<00:00,  8.49it/s]
                                                                       

Training Results - Epoch: 35 Metrics: mse: 0.282, avep: 0.882, top5: 0.885, frac_mc: 0.800, top1: 0.953, mae: 0.422, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:11<00:01,  8.49it/s]
                                                                      

Validation Results - Epoch: 35 Metrics: mse: 0.297, avep: 0.865, top5: 0.870, frac_mc: 0.789, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:11<00:01,  8.49it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:11<00:02,  3.69it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [01:11<00:02,  4.54it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [01:11<00:01,  5.72it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [01:11<00:00,  6.72it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [01:12<00:00,  7.93it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [01:12<00:00,  9.06it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:12<00:00, 10.13it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:12<00:00, 10.13it/s]
                                                                       

Training Results - Epoch: 36 Metrics: mse: 0.282, avep: 0.882, top5: 0.885, frac_mc: 0.799, top1: 0.953, mae: 0.419, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:13<00:01, 10.13it/s]
Validation Results - Epoch: 36 Metrics: mse: 0.300, avep: 0.867, top5: 0.868, frac_mc: 0.790, top1: 0.910, mae: 0.438, loss: 0.003

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [01:13<00:01, 10.13it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:13<00:02,  3.71it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:13<00:01,  4.63it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:13<00:01,  5.86it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:14<00:00,  7.05it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:14<00:00,  8.08it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:14<00:00,  9.02it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:14<00:00,  9.02it/s]
                                                                       

Training Results - Epoch: 37 Metrics: mse: 0.281, avep: 0.882, top5: 0.886, frac_mc: 0.801, top1: 0.953, mae: 0.422, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:15<00:01,  9.02it/s]
                                                                      

Validation Results - Epoch: 37 Metrics: mse: 0.297, avep: 0.866, top5: 0.872, frac_mc: 0.789, top1: 0.910, mae: 0.439, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:15<00:01,  9.02it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:15<00:02,  3.73it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:15<00:01,  4.69it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:16<00:01,  5.90it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:16<00:00,  7.01it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:16<00:00,  8.19it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:16<00:00,  9.22it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:16<00:00,  9.22it/s]
                                                                       

Training Results - Epoch: 38 Metrics: mse: 0.281, avep: 0.882, top5: 0.888, frac_mc: 0.800, top1: 0.953, mae: 0.419, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:17<00:01,  9.22it/s]
                                                                      

Validation Results - Epoch: 38 Metrics: mse: 0.298, avep: 0.866, top5: 0.868, frac_mc: 0.789, top1: 0.910, mae: 0.437, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:17<00:01,  9.22it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:17<00:02,  3.76it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:17<00:01,  4.75it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:18<00:01,  5.96it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:18<00:00,  7.10it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:18<00:00,  8.31it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:18<00:00,  8.91it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:18<00:00,  8.91it/s]
                                                                       

Training Results - Epoch: 39 Metrics: mse: 0.280, avep: 0.882, top5: 0.887, frac_mc: 0.800, top1: 0.953, mae: 0.420, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:19<00:01,  8.91it/s]
                                                                      

Validation Results - Epoch: 39 Metrics: mse: 0.297, avep: 0.866, top5: 0.868, frac_mc: 0.790, top1: 0.910, mae: 0.437, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:19<00:01,  8.91it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:19<00:02,  3.75it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [01:19<00:02,  4.61it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [01:20<00:01,  5.60it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:20<00:01,  6.42it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:20<00:00,  7.47it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:20<00:00,  8.42it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:20<00:00,  9.53it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:20<00:00,  9.53it/s]
                                                                       

Training Results - Epoch: 40 Metrics: mse: 0.280, avep: 0.882, top5: 0.886, frac_mc: 0.800, top1: 0.953, mae: 0.420, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:21<00:01,  9.53it/s]
                                                                      

Validation Results - Epoch: 40 Metrics: mse: 0.297, avep: 0.867, top5: 0.870, frac_mc: 0.790, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:21<00:01,  9.53it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:21<00:02,  3.73it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:22<00:01,  4.79it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:22<00:01,  5.89it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:22<00:00,  7.00it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:22<00:00,  7.97it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:22<00:00,  9.09it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:22<00:00,  9.09it/s]
                                                                       

Training Results - Epoch: 41 Metrics: mse: 0.281, avep: 0.883, top5: 0.889, frac_mc: 0.799, top1: 0.953, mae: 0.419, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:23<00:01,  9.09it/s]
                                                                      

Validation Results - Epoch: 41 Metrics: mse: 0.299, avep: 0.867, top5: 0.870, frac_mc: 0.789, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:23<00:01,  9.09it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:23<00:02,  3.71it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:24<00:01,  4.79it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:24<00:01,  5.85it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:24<00:00,  7.14it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:24<00:00,  8.01it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:24<00:00,  9.24it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:24<00:00,  9.24it/s]
                                                                       

Training Results - Epoch: 42 Metrics: mse: 0.280, avep: 0.883, top5: 0.888, frac_mc: 0.801, top1: 0.955, mae: 0.421, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:25<00:01,  9.24it/s]
                                                                      

Validation Results - Epoch: 42 Metrics: mse: 0.296, avep: 0.866, top5: 0.870, frac_mc: 0.788, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:25<00:01,  9.24it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:26<00:02,  3.77it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:26<00:01,  4.77it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:26<00:01,  5.95it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:26<00:00,  7.29it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:26<00:00,  8.19it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:26<00:00,  9.45it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:26<00:00,  9.45it/s]
                                                                       

Training Results - Epoch: 43 Metrics: mse: 0.280, avep: 0.883, top5: 0.889, frac_mc: 0.802, top1: 0.955, mae: 0.420, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:27<00:01,  9.45it/s]
                                                                      

Validation Results - Epoch: 43 Metrics: mse: 0.297, avep: 0.867, top5: 0.870, frac_mc: 0.789, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:27<00:01,  9.45it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:28<00:02,  3.81it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:28<00:01,  4.80it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:28<00:01,  5.96it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:28<00:00,  7.24it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:28<00:00,  8.40it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:28<00:00,  9.51it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:28<00:00,  9.51it/s]
                                                                       

Training Results - Epoch: 44 Metrics: mse: 0.279, avep: 0.883, top5: 0.889, frac_mc: 0.802, top1: 0.955, mae: 0.420, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:29<00:01,  9.51it/s]
                                                                      

Validation Results - Epoch: 44 Metrics: mse: 0.297, avep: 0.867, top5: 0.870, frac_mc: 0.789, top1: 0.910, mae: 0.437, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:29<00:01,  9.51it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:30<00:02,  3.77it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:30<00:01,  4.74it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:30<00:01,  5.75it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:30<00:00,  6.81it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:30<00:00,  8.15it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:30<00:00,  9.28it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:30<00:00,  9.28it/s]
                                                                       

Training Results - Epoch: 45 Metrics: mse: 0.279, avep: 0.883, top5: 0.889, frac_mc: 0.801, top1: 0.955, mae: 0.419, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:31<00:01,  9.28it/s]
                                                                      

Validation Results - Epoch: 45 Metrics: mse: 0.297, avep: 0.867, top5: 0.870, frac_mc: 0.788, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:31<00:01,  9.28it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:32<00:02,  3.76it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:32<00:01,  4.76it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:32<00:01,  6.00it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:32<00:00,  7.07it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:32<00:00,  8.10it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:32<00:00,  8.92it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:32<00:00,  8.92it/s]
                                                                       

Training Results - Epoch: 46 Metrics: mse: 0.280, avep: 0.883, top5: 0.888, frac_mc: 0.801, top1: 0.953, mae: 0.419, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:33<00:01,  8.92it/s]
                                                                      

Validation Results - Epoch: 46 Metrics: mse: 0.298, avep: 0.866, top5: 0.870, frac_mc: 0.788, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:34<00:01,  8.92it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:34<00:03,  3.62it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:34<00:01,  4.67it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:34<00:01,  5.82it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:34<00:00,  6.70it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:34<00:00,  8.03it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:34<00:00,  8.96it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:34<00:00,  8.96it/s]
                                                                       

Training Results - Epoch: 47 Metrics: mse: 0.279, avep: 0.883, top5: 0.888, frac_mc: 0.801, top1: 0.955, mae: 0.420, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:35<00:01,  8.96it/s]
                                                                      

Validation Results - Epoch: 47 Metrics: mse: 0.297, avep: 0.867, top5: 0.870, frac_mc: 0.787, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:36<00:01,  8.96it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:36<00:02,  3.67it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:36<00:01,  4.68it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:36<00:01,  5.73it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:36<00:00,  7.02it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:36<00:00,  8.08it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:37<00:00,  9.16it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:37<00:00,  9.16it/s]
                                                                       

Training Results - Epoch: 48 Metrics: mse: 0.279, avep: 0.883, top5: 0.888, frac_mc: 0.802, top1: 0.955, mae: 0.419, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:37<00:01,  9.16it/s]
                                                                      

Validation Results - Epoch: 48 Metrics: mse: 0.297, avep: 0.867, top5: 0.870, frac_mc: 0.786, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:38<00:01,  9.16it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:38<00:02,  3.76it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:38<00:01,  4.77it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:38<00:01,  5.86it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:38<00:00,  7.06it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:38<00:00,  8.04it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:39<00:00,  8.74it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:39<00:00,  8.74it/s]
Training Results - Epoch: 49 Metrics: mse: 0.279, avep: 0.883, top5: 0.887, frac_mc: 0.801, top1: 0.955, mae: 0.419, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [01:40<00:01,  8.74it/s]
                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [01:40<00:01,  8.74it/s]
Validation Results - Epoch: 49 Metrics: mse: 0.298, avep: 0.867, top5: 0.870, frac_mc: 0.788, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:40<00:03,  3.55it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:40<00:01,  4.53it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:40<00:01,  5.67it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:40<00:00,  6.76it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:41<00:00,  8.05it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:41<00:00,  9.17it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:41<00:00,  9.17it/s]
                                                                       

Training Results - Epoch: 50 Metrics: mse: 0.279, avep: 0.883, top5: 0.887, frac_mc: 0.802, top1: 0.955, mae: 0.419, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:42<00:01,  9.17it/s]
Validation Results - Epoch: 50 Metrics: mse: 0.297, avep: 0.867, top5: 0.870, frac_mc: 0.786, top1: 0.910, mae: 0.438, loss: 0.003

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [01:42<00:01,  9.17it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:42<00:02,  3.88it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:42<00:01,  4.89it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:42<00:01,  6.05it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:42<00:00,  7.08it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:43<00:00,  8.42it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:43<00:00,  9.74it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:43<00:00,  9.74it/s]
                                                                       

Training Results - Epoch: 51 Metrics: mse: 0.279, avep: 0.883, top5: 0.885, frac_mc: 0.801, top1: 0.955, mae: 0.421, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:44<00:01,  9.74it/s]
                                                                      

Validation Results - Epoch: 51 Metrics: mse: 0.296, avep: 0.867, top5: 0.872, frac_mc: 0.784, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:44<00:01,  9.74it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:44<00:02,  3.71it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:44<00:01,  4.75it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:44<00:01,  5.88it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:44<00:00,  6.98it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:45<00:00,  8.31it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:45<00:00,  9.27it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:45<00:00,  9.27it/s]
                                                                       

Training Results - Epoch: 52 Metrics: mse: 0.279, avep: 0.883, top5: 0.887, frac_mc: 0.803, top1: 0.955, mae: 0.419, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:46<00:01,  9.27it/s]
                                                                      

Validation Results - Epoch: 52 Metrics: mse: 0.297, avep: 0.867, top5: 0.872, frac_mc: 0.788, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:46<00:01,  9.27it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:46<00:02,  3.74it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:46<00:01,  4.74it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:46<00:01,  5.87it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:46<00:00,  6.98it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:47<00:00,  8.28it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:47<00:00,  9.16it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:47<00:00,  9.16it/s]
                                                                       

Training Results - Epoch: 53 Metrics: mse: 0.279, avep: 0.884, top5: 0.886, frac_mc: 0.802, top1: 0.955, mae: 0.419, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:48<00:01,  9.16it/s]
                                                                      

Validation Results - Epoch: 53 Metrics: mse: 0.296, avep: 0.867, top5: 0.870, frac_mc: 0.784, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:48<00:01,  9.16it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:48<00:02,  3.81it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:48<00:01,  4.75it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:48<00:01,  5.95it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:48<00:00,  6.96it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:49<00:00,  8.32it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:49<00:00,  9.06it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:49<00:00,  9.06it/s]
                                                                       

Training Results - Epoch: 54 Metrics: mse: 0.279, avep: 0.883, top5: 0.886, frac_mc: 0.801, top1: 0.955, mae: 0.419, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:50<00:01,  9.06it/s]
Validation Results - Epoch: 54 Metrics: mse: 0.297, avep: 0.867, top5: 0.870, frac_mc: 0.784, top1: 0.910, mae: 0.438, loss: 0.003

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [01:50<00:01,  9.06it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:50<00:02,  3.69it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:50<00:01,  4.79it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:50<00:01,  5.97it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:51<00:00,  7.13it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:51<00:00,  8.45it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:51<00:00,  9.35it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:51<00:00,  9.35it/s]
                                                                       

Training Results - Epoch: 55 Metrics: mse: 0.278, avep: 0.883, top5: 0.887, frac_mc: 0.803, top1: 0.953, mae: 0.419, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:52<00:01,  9.35it/s]
                                                                      

Validation Results - Epoch: 55 Metrics: mse: 0.297, avep: 0.868, top5: 0.872, frac_mc: 0.787, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:52<00:01,  9.35it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:52<00:03,  3.65it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:52<00:01,  4.64it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:52<00:01,  5.66it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:53<00:00,  6.97it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:53<00:00,  8.00it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:53<00:00,  9.09it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:53<00:00,  9.09it/s]
                                                                       

Training Results - Epoch: 56 Metrics: mse: 0.278, avep: 0.883, top5: 0.887, frac_mc: 0.802, top1: 0.955, mae: 0.419, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:54<00:01,  9.09it/s]
                                                                      

Validation Results - Epoch: 56 Metrics: mse: 0.296, avep: 0.868, top5: 0.872, frac_mc: 0.784, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:54<00:01,  9.09it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:54<00:03,  3.54it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:54<00:02,  4.49it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:55<00:01,  5.67it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:55<00:00,  6.78it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:55<00:00,  8.13it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:55<00:00,  8.89it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:55<00:00,  8.89it/s]
Training Results - Epoch: 57 Metrics: mse: 0.278, avep: 0.883, top5: 0.887, frac_mc: 0.802, top1: 0.953, mae: 0.418, loss: 0.003

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [01:56<00:01,  8.89it/s]
                                                                      

Validation Results - Epoch: 57 Metrics: mse: 0.297, avep: 0.867, top5: 0.872, frac_mc: 0.786, top1: 0.910, mae: 0.437, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:56<00:01,  8.89it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:56<00:02,  3.75it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:56<00:01,  4.75it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:57<00:01,  5.98it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:57<00:00,  7.01it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:57<00:00,  8.16it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:57<00:00,  9.08it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:57<00:00,  9.08it/s]
                                                                       

Training Results - Epoch: 58 Metrics: mse: 0.278, avep: 0.883, top5: 0.886, frac_mc: 0.801, top1: 0.953, mae: 0.419, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:58<00:01,  9.08it/s]
                                                                      

Validation Results - Epoch: 58 Metrics: mse: 0.296, avep: 0.867, top5: 0.872, frac_mc: 0.784, top1: 0.910, mae: 0.437, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:58<00:01,  9.08it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:58<00:02,  3.72it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:58<00:01,  4.83it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:59<00:01,  6.10it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:59<00:00,  7.18it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:59<00:00,  8.52it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:59<00:00,  9.49it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:59<00:00,  9.49it/s]
                                                                       

Training Results - Epoch: 59 Metrics: mse: 0.278, avep: 0.883, top5: 0.887, frac_mc: 0.803, top1: 0.953, mae: 0.418, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [02:00<00:01,  9.49it/s]
                                                                      

Validation Results - Epoch: 59 Metrics: mse: 0.297, avep: 0.867, top5: 0.870, frac_mc: 0.786, top1: 0.910, mae: 0.437, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [02:00<00:01,  9.49it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:00<00:03,  3.64it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:01<00:01,  4.70it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:01<00:01,  5.93it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:01<00:00,  7.01it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:01<00:00,  8.26it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:01<00:00,  9.06it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:01<00:00,  9.06it/s]
                                                                       

Training Results - Epoch: 60 Metrics: mse: 0.278, avep: 0.883, top5: 0.886, frac_mc: 0.802, top1: 0.953, mae: 0.419, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [02:02<00:01,  9.06it/s]
                                                                      

Validation Results - Epoch: 60 Metrics: mse: 0.296, avep: 0.867, top5: 0.872, frac_mc: 0.784, top1: 0.910, mae: 0.438, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [02:02<00:01,  9.06it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:02<00:02,  3.80it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:03<00:01,  4.88it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:03<00:01,  6.13it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:03<00:00,  7.02it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:03<00:00,  8.02it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:03<00:00,  8.74it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:03<00:00,  8.74it/s]
                                                                       

Training Results - Epoch: 61 Metrics: mse: 0.278, avep: 0.883, top5: 0.886, frac_mc: 0.801, top1: 0.953, mae: 0.418, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [02:04<00:01,  8.74it/s]
                                                                      
Validation Results - Epoch: 61 Metrics: mse: 0.297, avep: 0.867, top5: 0.870, frac_mc: 0.786, top1: 0.910, mae: 0.437, loss: 0.003


ITERATION - loss: 0.00:   0%|          | 0/13 [02:04<00:01,  8.74it/s]
                                                                      
mse: 0.297
avep: 0.867
top5: 0.870
frac_mc: 0.786
top1: 0.910
mae: 0.437
loss: 0.003
