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

Training Results - Epoch: 0 Metrics: mse: 2.179, avep: 0.911, top5: 0.939, frac_mc: 0.848, top1: 0.983, mae: 1.255, loss: 0.013

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

Validation Results - Epoch: 0 Metrics: mse: 2.220, avep: 0.910, top5: 0.940, frac_mc: 0.840, top1: 0.980, mae: 1.272, loss: 0.013

ITERATION - loss: 0.00:   0%|          | 0/13 [00:00<?, ?it/s]
ITERATION - loss: 0.01:   8%|▊         | 1/13 [00:01<00:12,  1.04s/it]
ITERATION - loss: 0.01:  23%|██▎       | 3/13 [00:01<00:07,  1.32it/s]
ITERATION - loss: 0.01:  38%|███▊      | 5/13 [00:01<00:04,  1.79it/s]
ITERATION - loss: 0.01:  46%|████▌     | 6/13 [00:01<00:02,  2.35it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:01<00:01,  3.03it/s]
ITERATION - loss: 0.01:  69%|██████▉   | 9/13 [00:01<00:01,  3.81it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:01<00:00,  4.65it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:02<00:00,  5.57it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:02<00:00,  5.57it/s]
                                                                       

Training Results - Epoch: 1 Metrics: mse: 2.167, avep: 0.920, top5: 0.944, frac_mc: 0.853, top1: 0.988, mae: 1.252, loss: 0.013

ITERATION - loss: 0.01:   0%|          | 0/13 [00:02<00:02,  5.57it/s]
                                                                      

Validation Results - Epoch: 1 Metrics: mse: 2.207, avep: 0.919, top5: 0.944, frac_mc: 0.841, top1: 0.990, mae: 1.268, loss: 0.013

ITERATION - loss: 0.01:   0%|          | 0/13 [00:03<00:02,  5.57it/s]
ITERATION - loss: 0.01:   8%|▊         | 1/13 [00:03<00:05,  2.22it/s]
ITERATION - loss: 0.01:  23%|██▎       | 3/13 [00:03<00:03,  2.94it/s]
ITERATION - loss: 0.01:  38%|███▊      | 5/13 [00:03<00:02,  3.77it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [00:03<00:01,  4.71it/s]
ITERATION - loss: 0.01:  62%|██████▏   | 8/13 [00:03<00:00,  5.52it/s]
ITERATION - loss: 0.01:  77%|███████▋  | 10/13 [00:04<00:00,  6.44it/s]
ITERATION - loss: 0.01:  92%|█████████▏| 12/13 [00:04<00:00,  7.32it/s]
ITERATION - loss: 0.01: 100%|██████████| 13/13 [00:04<00:00,  7.32it/s]
                                                                       

ITERATION - loss: 0.01:   0%|          | 0/13 [00:05<00:01,  7.32it/s]
Training Results - Epoch: 2 Metrics: mse: 2.075, avep: 0.923, top5: 0.945, frac_mc: 0.854, top1: 0.988, mae: 1.224, loss: 0.012

                                                                      

Validation Results - Epoch: 2 Metrics: mse: 2.114, avep: 0.922, top5: 0.946, frac_mc: 0.843, top1: 0.990, mae: 1.240, loss: 0.012

ITERATION - loss: 0.01:   0%|          | 0/13 [00:05<00:01,  7.32it/s]
ITERATION - loss: 0.01:  15%|█▌        | 2/13 [00:05<00:02,  3.77it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [00:05<00:01,  4.62it/s]
ITERATION - loss: 0.01:  38%|███▊      | 5/13 [00:05<00:01,  5.36it/s]
ITERATION - loss: 0.01:  54%|█████▍    | 7/13 [00:05<00:00,  6.34it/s]
ITERATION - loss: 0.01:  69%|██████▉   | 9/13 [00:06<00:00,  7.24it/s]
ITERATION - loss: 0.01:  85%|████████▍ | 11/13 [00:06<00:00,  8.15it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:06<00:00,  9.46it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:06<00:00,  9.46it/s]
                                                                       

Training Results - Epoch: 3 Metrics: mse: 0.393, avep: 0.923, top5: 0.945, frac_mc: 0.854, top1: 0.988, mae: 0.493, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:07<00:01,  9.46it/s]
                                                                      

Validation Results - Epoch: 3 Metrics: mse: 0.398, avep: 0.923, top5: 0.948, frac_mc: 0.844, top1: 0.990, mae: 0.497, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:07<00:01,  9.46it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:07<00:02,  4.15it/s]
ITERATION - loss: 0.01:  31%|███       | 4/13 [00:07<00:01,  5.18it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:07<00:01,  6.22it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:07<00:00,  7.18it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:08<00:00,  7.59it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:08<00:00,  8.27it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:08<00:00,  8.27it/s]
                                                                       

Training Results - Epoch: 4 Metrics: mse: 0.590, avep: 0.923, top5: 0.945, frac_mc: 0.854, top1: 0.988, mae: 0.624, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:09<00:01,  8.27it/s]
                                                                      

Validation Results - Epoch: 4 Metrics: mse: 0.605, avep: 0.923, top5: 0.948, frac_mc: 0.844, top1: 0.990, mae: 0.631, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:09<00:01,  8.27it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:09<00:02,  3.70it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:09<00:01,  4.57it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [00:09<00:01,  5.31it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:10<00:01,  6.10it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:10<00:00,  7.23it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:10<00:00,  8.08it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:10<00:00,  8.39it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:10<00:00,  8.39it/s]
                                                                       

Training Results - Epoch: 5 Metrics: mse: 0.411, avep: 0.923, top5: 0.945, frac_mc: 0.854, top1: 0.988, mae: 0.519, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:11<00:01,  8.39it/s]
                                                                      

Validation Results - Epoch: 5 Metrics: mse: 0.419, avep: 0.923, top5: 0.948, frac_mc: 0.844, top1: 0.990, mae: 0.524, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:11<00:01,  8.39it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [00:11<00:04,  2.44it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [00:11<00:03,  3.24it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [00:12<00:01,  4.03it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [00:12<00:01,  4.95it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [00:12<00:00,  6.02it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [00:12<00:00,  7.05it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:12<00:00,  8.41it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:12<00:00,  8.41it/s]
                                                                       

Training Results - Epoch: 6 Metrics: mse: 0.398, avep: 0.923, top5: 0.945, frac_mc: 0.854, top1: 0.988, mae: 0.506, loss: 0.004

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

Validation Results - Epoch: 6 Metrics: mse: 0.405, avep: 0.923, top5: 0.948, frac_mc: 0.844, top1: 0.990, mae: 0.510, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:13<00:01,  8.41it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:13<00:02,  3.71it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:14<00:01,  4.63it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:14<00:01,  5.67it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:14<00:00,  6.64it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:14<00:00,  7.45it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:14<00:00,  8.49it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:14<00:00,  8.49it/s]
                                                                       

Training Results - Epoch: 7 Metrics: mse: 0.435, avep: 0.923, top5: 0.945, frac_mc: 0.854, top1: 0.988, mae: 0.534, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:15<00:01,  8.49it/s]
                                                                      

Validation Results - Epoch: 7 Metrics: mse: 0.444, avep: 0.923, top5: 0.948, frac_mc: 0.844, top1: 0.990, mae: 0.540, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:15<00:01,  8.49it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:16<00:02,  3.83it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:16<00:01,  4.72it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:16<00:01,  5.77it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [00:16<00:00,  6.34it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [00:16<00:00,  7.17it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:16<00:00,  7.43it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:17<00:00,  7.93it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:17<00:00,  7.93it/s]
                                                                       

Training Results - Epoch: 8 Metrics: mse: 0.429, avep: 0.923, top5: 0.946, frac_mc: 0.854, top1: 0.988, mae: 0.531, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:17<00:01,  7.93it/s]
                                                                      

Validation Results - Epoch: 8 Metrics: mse: 0.438, avep: 0.923, top5: 0.948, frac_mc: 0.844, top1: 0.990, mae: 0.537, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:18<00:01,  7.93it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [00:18<00:05,  2.34it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [00:18<00:03,  3.13it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [00:18<00:01,  4.10it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [00:18<00:01,  4.99it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [00:18<00:00,  6.02it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [00:18<00:00,  7.06it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:19<00:00,  8.44it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:19<00:00,  8.44it/s]
                                                                       

Training Results - Epoch: 9 Metrics: mse: 0.408, avep: 0.923, top5: 0.946, frac_mc: 0.854, top1: 0.988, mae: 0.517, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:19<00:01,  8.44it/s]
                                                                      

Validation Results - Epoch: 9 Metrics: mse: 0.416, avep: 0.923, top5: 0.948, frac_mc: 0.844, top1: 0.990, mae: 0.522, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:20<00:01,  8.44it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:20<00:02,  3.93it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:20<00:01,  4.96it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:20<00:01,  5.91it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:20<00:00,  6.86it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:20<00:00,  7.82it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:21<00:00,  8.78it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:21<00:00,  8.78it/s]
                                                                       

Training Results - Epoch: 10 Metrics: mse: 0.415, avep: 0.923, top5: 0.945, frac_mc: 0.855, top1: 0.988, mae: 0.522, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:21<00:01,  8.78it/s]
                                                                      

Validation Results - Epoch: 10 Metrics: mse: 0.423, avep: 0.923, top5: 0.948, frac_mc: 0.844, top1: 0.990, mae: 0.528, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:22<00:01,  8.78it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:22<00:02,  3.90it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:22<00:01,  4.81it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [00:22<00:01,  5.44it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:22<00:01,  5.90it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:22<00:00,  6.63it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [00:23<00:00,  6.93it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:23<00:00,  7.22it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:23<00:00,  8.30it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:23<00:00,  8.30it/s]
                                                                       
Training Results - Epoch: 11 Metrics: mse: 0.419, avep: 0.923, top5: 0.945, frac_mc: 0.855, top1: 0.988, mae: 0.525, loss: 0.004


ITERATION - loss: 0.00:   0%|          | 0/13 [00:24<00:01,  8.30it/s]
                                                                      

Validation Results - Epoch: 11 Metrics: mse: 0.427, avep: 0.923, top5: 0.948, frac_mc: 0.844, top1: 0.990, mae: 0.530, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:24<00:01,  8.30it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [00:24<00:04,  2.48it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [00:24<00:03,  3.22it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [00:24<00:01,  4.07it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [00:25<00:01,  5.00it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [00:25<00:00,  5.90it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [00:25<00:00,  7.12it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:25<00:00,  8.60it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:25<00:00,  8.60it/s]
                                                                       

Training Results - Epoch: 12 Metrics: mse: 0.423, avep: 0.923, top5: 0.945, frac_mc: 0.855, top1: 0.988, mae: 0.527, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:26<00:01,  8.60it/s]
                                                                      

Validation Results - Epoch: 12 Metrics: mse: 0.432, avep: 0.923, top5: 0.948, frac_mc: 0.844, top1: 0.990, mae: 0.533, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:26<00:01,  8.60it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:26<00:02,  3.99it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [00:26<00:02,  4.72it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:26<00:01,  5.58it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [00:26<00:01,  6.43it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [00:27<00:00,  7.19it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:27<00:00,  7.72it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:27<00:00,  8.45it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:27<00:00,  8.84it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:27<00:00,  8.84it/s]
                                                                       

Training Results - Epoch: 13 Metrics: mse: 0.415, avep: 0.923, top5: 0.945, frac_mc: 0.855, top1: 0.988, mae: 0.522, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:28<00:01,  8.84it/s]
Validation Results - Epoch: 13 Metrics: mse: 0.423, avep: 0.923, top5: 0.948, frac_mc: 0.844, top1: 0.990, mae: 0.528, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [00:28<00:01,  8.84it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [00:28<00:05,  2.23it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [00:29<00:03,  2.87it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:29<00:02,  3.65it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [00:29<00:01,  4.43it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:29<00:01,  5.28it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:29<00:00,  6.16it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:29<00:00,  7.02it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:29<00:00,  8.17it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:29<00:00,  8.17it/s]
                                                                       

Training Results - Epoch: 14 Metrics: mse: 0.408, avep: 0.923, top5: 0.945, frac_mc: 0.855, top1: 0.988, mae: 0.517, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:30<00:01,  8.17it/s]
                                                                      

Validation Results - Epoch: 14 Metrics: mse: 0.416, avep: 0.923, top5: 0.948, frac_mc: 0.844, top1: 0.990, mae: 0.522, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:31<00:01,  8.17it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:31<00:03,  3.63it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:31<00:01,  4.61it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:31<00:01,  5.47it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:31<00:00,  6.33it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:31<00:00,  7.22it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:32<00:00,  7.98it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:32<00:00,  7.98it/s]
                                                                       

Training Results - Epoch: 15 Metrics: mse: 0.420, avep: 0.924, top5: 0.945, frac_mc: 0.855, top1: 0.988, mae: 0.525, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:32<00:01,  7.98it/s]
                                                                      

Validation Results - Epoch: 15 Metrics: mse: 0.428, avep: 0.923, top5: 0.948, frac_mc: 0.844, top1: 0.990, mae: 0.531, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:33<00:01,  7.98it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:33<00:02,  3.80it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:33<00:01,  4.70it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:33<00:01,  5.58it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:33<00:00,  6.50it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:34<00:00,  7.19it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:34<00:00,  8.31it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:34<00:00,  8.31it/s]
                                                                       

Training Results - Epoch: 16 Metrics: mse: 0.440, avep: 0.924, top5: 0.946, frac_mc: 0.855, top1: 0.988, mae: 0.537, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:35<00:01,  8.31it/s]
                                                                      

Validation Results - Epoch: 16 Metrics: mse: 0.450, avep: 0.923, top5: 0.948, frac_mc: 0.845, top1: 0.990, mae: 0.542, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:35<00:01,  8.31it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:35<00:02,  3.84it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:35<00:01,  4.89it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:35<00:01,  6.08it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:35<00:00,  7.05it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:36<00:00,  7.79it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:36<00:00,  8.39it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:36<00:00,  8.39it/s]
                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [00:37<00:01,  8.39it/s]
Training Results - Epoch: 17 Metrics: mse: 0.411, avep: 0.924, top5: 0.946, frac_mc: 0.855, top1: 0.988, mae: 0.520, loss: 0.004

                                                                      

Validation Results - Epoch: 17 Metrics: mse: 0.419, avep: 0.923, top5: 0.948, frac_mc: 0.845, top1: 0.990, mae: 0.525, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:37<00:01,  8.39it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:37<00:02,  3.88it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:37<00:01,  4.92it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:37<00:01,  5.85it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:37<00:00,  6.91it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:38<00:00,  7.76it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:38<00:00,  8.32it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:38<00:00,  8.32it/s]
                                                                       

Training Results - Epoch: 18 Metrics: mse: 0.412, avep: 0.924, top5: 0.945, frac_mc: 0.855, top1: 0.988, mae: 0.520, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:39<00:01,  8.32it/s]
                                                                      

Validation Results - Epoch: 18 Metrics: mse: 0.420, avep: 0.923, top5: 0.948, frac_mc: 0.845, top1: 0.990, mae: 0.525, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:39<00:01,  8.32it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:39<00:02,  3.82it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:39<00:01,  4.80it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:39<00:01,  5.96it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:40<00:00,  6.69it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:40<00:00,  7.60it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:40<00:00,  8.21it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:40<00:00,  8.21it/s]
                                                                       

Training Results - Epoch: 19 Metrics: mse: 0.400, avep: 0.924, top5: 0.945, frac_mc: 0.855, top1: 0.988, mae: 0.509, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:41<00:01,  8.21it/s]
                                                                      

Validation Results - Epoch: 19 Metrics: mse: 0.406, avep: 0.923, top5: 0.948, frac_mc: 0.845, top1: 0.990, mae: 0.514, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:41<00:01,  8.21it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:41<00:02,  3.88it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:41<00:01,  4.89it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [00:41<00:01,  5.66it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [00:42<00:00,  6.67it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [00:42<00:00,  7.42it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [00:42<00:00,  8.57it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:42<00:00, 10.15it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:42<00:00, 10.15it/s]
                                                                       

Training Results - Epoch: 20 Metrics: mse: 0.394, avep: 0.924, top5: 0.945, frac_mc: 0.855, top1: 0.988, mae: 0.502, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:43<00:01, 10.15it/s]
                                                                      

Validation Results - Epoch: 20 Metrics: mse: 0.400, avep: 0.923, top5: 0.948, frac_mc: 0.845, top1: 0.990, mae: 0.507, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:43<00:01, 10.15it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:43<00:02,  4.19it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:43<00:01,  5.10it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:44<00:01,  5.96it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:44<00:00,  6.73it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [00:44<00:00,  7.42it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [00:44<00:00,  8.08it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:44<00:00,  9.24it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:44<00:00,  9.24it/s]
                                                                       

Training Results - Epoch: 21 Metrics: mse: 0.398, avep: 0.924, top5: 0.945, frac_mc: 0.855, top1: 0.988, mae: 0.508, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:45<00:01,  9.24it/s]
Validation Results - Epoch: 21 Metrics: mse: 0.405, avep: 0.923, top5: 0.948, frac_mc: 0.845, top1: 0.990, mae: 0.513, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [00:45<00:01,  9.24it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:45<00:02,  4.08it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [00:45<00:02,  4.86it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [00:46<00:01,  5.81it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [00:46<00:00,  6.91it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [00:46<00:00,  8.17it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [00:46<00:00,  9.30it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:46<00:00, 10.30it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:46<00:00, 10.30it/s]
                                                                       

Training Results - Epoch: 22 Metrics: mse: 0.408, avep: 0.924, top5: 0.945, frac_mc: 0.855, top1: 0.988, mae: 0.517, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:47<00:01, 10.30it/s]
Validation Results - Epoch: 22 Metrics: mse: 0.416, avep: 0.923, top5: 0.948, frac_mc: 0.845, top1: 0.990, mae: 0.522, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [00:47<00:01, 10.30it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:47<00:02,  4.28it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:47<00:01,  5.38it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:48<00:01,  6.58it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:48<00:00,  7.67it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:48<00:00,  8.31it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:48<00:00,  8.73it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:48<00:00,  8.73it/s]
Training Results - Epoch: 23 Metrics: mse: 0.408, avep: 0.924, top5: 0.945, frac_mc: 0.855, top1: 0.988, mae: 0.517, loss: 0.004

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [00:49<00:01,  8.73it/s]
Validation Results - Epoch: 23 Metrics: mse: 0.416, avep: 0.923, top5: 0.948, frac_mc: 0.845, top1: 0.990, mae: 0.522, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [00:49<00:01,  8.73it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:49<00:02,  3.95it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:49<00:01,  4.98it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:50<00:01,  6.03it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:50<00:00,  7.15it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:50<00:00,  8.34it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:50<00:00,  9.34it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:50<00:00,  9.34it/s]
                                                                       

Training Results - Epoch: 24 Metrics: mse: 0.399, avep: 0.924, top5: 0.945, frac_mc: 0.855, top1: 0.988, mae: 0.509, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:51<00:01,  9.34it/s]
                                                                      

Validation Results - Epoch: 24 Metrics: mse: 0.406, avep: 0.923, top5: 0.948, frac_mc: 0.845, top1: 0.990, mae: 0.514, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:51<00:01,  9.34it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:51<00:02,  3.96it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:51<00:01,  4.91it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [00:52<00:01,  5.61it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [00:52<00:00,  6.54it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [00:52<00:00,  7.24it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [00:52<00:00,  8.10it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:52<00:00,  9.30it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:52<00:00,  9.30it/s]
                                                                       

Training Results - Epoch: 25 Metrics: mse: 0.409, avep: 0.924, top5: 0.944, frac_mc: 0.855, top1: 0.988, mae: 0.518, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:53<00:01,  9.30it/s]
                                                                      

Validation Results - Epoch: 25 Metrics: mse: 0.417, avep: 0.922, top5: 0.950, frac_mc: 0.844, top1: 0.990, mae: 0.523, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:53<00:01,  9.30it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:53<00:02,  4.01it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:54<00:01,  4.93it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [00:54<00:01,  5.76it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [00:54<00:00,  6.92it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [00:54<00:00,  7.49it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [00:54<00:00,  8.16it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:54<00:00,  9.49it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:54<00:00,  9.49it/s]
Training Results - Epoch: 26 Metrics: mse: 0.420, avep: 0.924, top5: 0.944, frac_mc: 0.855, top1: 0.988, mae: 0.526, loss: 0.004

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [00:55<00:01,  9.49it/s]
Validation Results - Epoch: 26 Metrics: mse: 0.429, avep: 0.923, top5: 0.950, frac_mc: 0.844, top1: 0.990, mae: 0.531, loss: 0.004

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [00:55<00:01,  9.49it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:56<00:02,  4.13it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [00:56<00:02,  4.86it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:56<00:01,  5.73it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:56<00:01,  6.66it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [00:56<00:00,  7.20it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [00:56<00:00,  7.82it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [00:56<00:00,  8.39it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:57<00:00,  9.61it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:57<00:00,  9.61it/s]
                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [00:57<00:01,  9.61it/s]
Training Results - Epoch: 27 Metrics: mse: 0.411, avep: 0.924, top5: 0.944, frac_mc: 0.855, top1: 0.988, mae: 0.520, loss: 0.004

                                                                      

Validation Results - Epoch: 27 Metrics: mse: 0.419, avep: 0.923, top5: 0.950, frac_mc: 0.845, top1: 0.990, mae: 0.525, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [00:58<00:01,  9.61it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [00:58<00:02,  4.08it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [00:58<00:01,  5.06it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [00:58<00:01,  6.07it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [00:58<00:00,  6.60it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [00:58<00:00,  7.12it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [00:59<00:00,  7.89it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [00:59<00:00,  7.77it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [00:59<00:00,  7.51it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [00:59<00:00,  7.51it/s]
                                                                       

Training Results - Epoch: 28 Metrics: mse: 0.411, avep: 0.924, top5: 0.944, frac_mc: 0.855, top1: 0.988, mae: 0.520, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [01:00<00:01,  7.51it/s]
                                                                      

Validation Results - Epoch: 28 Metrics: mse: 0.420, avep: 0.922, top5: 0.948, frac_mc: 0.843, top1: 0.990, mae: 0.525, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [01:00<00:01,  7.51it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [01:00<00:05,  2.16it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [01:00<00:03,  2.87it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [01:00<00:02,  3.73it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [01:01<00:01,  4.80it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [01:01<00:00,  5.74it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [01:01<00:00,  6.47it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:01<00:00,  7.72it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:01<00:00,  7.72it/s]
                                                                       

Training Results - Epoch: 29 Metrics: mse: 0.408, avep: 0.924, top5: 0.944, frac_mc: 0.855, top1: 0.988, mae: 0.517, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [01:02<00:01,  7.72it/s]
                                                                      

Validation Results - Epoch: 29 Metrics: mse: 0.416, avep: 0.922, top5: 0.948, frac_mc: 0.843, top1: 0.990, mae: 0.523, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [01:02<00:01,  7.72it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:02<00:02,  3.77it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:02<00:01,  4.70it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:03<00:01,  5.70it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:03<00:00,  6.74it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:03<00:00,  7.61it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:03<00:00,  8.35it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:03<00:00,  8.35it/s]
                                                                       

Training Results - Epoch: 30 Metrics: mse: 0.415, avep: 0.924, top5: 0.944, frac_mc: 0.855, top1: 0.988, mae: 0.522, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [01:04<00:01,  8.35it/s]
                                                                      

Validation Results - Epoch: 30 Metrics: mse: 0.423, avep: 0.923, top5: 0.948, frac_mc: 0.843, top1: 0.990, mae: 0.528, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [01:04<00:01,  8.35it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:04<00:02,  3.84it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:05<00:01,  4.71it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:05<00:01,  5.56it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:05<00:00,  6.63it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:05<00:00,  7.52it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:05<00:00,  8.12it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:05<00:00,  8.12it/s]
                                                                       

Training Results - Epoch: 31 Metrics: mse: 0.394, avep: 0.924, top5: 0.945, frac_mc: 0.855, top1: 0.988, mae: 0.507, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [01:06<00:01,  8.12it/s]
                                                                      

Validation Results - Epoch: 31 Metrics: mse: 0.402, avep: 0.923, top5: 0.948, frac_mc: 0.845, top1: 0.990, mae: 0.512, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [01:06<00:01,  8.12it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:06<00:02,  3.80it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:07<00:01,  4.76it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:07<00:01,  5.89it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:07<00:00,  6.84it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:07<00:00,  7.29it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [01:07<00:00,  7.54it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:07<00:00,  8.10it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:07<00:00,  8.10it/s]
                                                                       

Training Results - Epoch: 32 Metrics: mse: 0.395, avep: 0.923, top5: 0.943, frac_mc: 0.854, top1: 0.988, mae: 0.510, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [01:08<00:01,  8.10it/s]
                                                                      

Validation Results - Epoch: 32 Metrics: mse: 0.403, avep: 0.922, top5: 0.944, frac_mc: 0.842, top1: 0.990, mae: 0.515, loss: 0.004

ITERATION - loss: 0.00:   0%|          | 0/13 [01:08<00:01,  8.10it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [01:08<00:04,  2.43it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [01:09<00:03,  3.24it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [01:09<00:01,  4.21it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [01:09<00:01,  5.11it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [01:09<00:00,  5.92it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [01:09<00:00,  6.75it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:10<00:00,  8.06it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:10<00:00,  8.06it/s]
                                                                       
Training Results - Epoch: 33 Metrics: mse: 0.361, avep: 0.922, top5: 0.943, frac_mc: 0.852, top1: 0.988, mae: 0.486, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:10<00:01,  8.06it/s]
                                                                      

Validation Results - Epoch: 33 Metrics: mse: 0.368, avep: 0.920, top5: 0.944, frac_mc: 0.839, top1: 0.990, mae: 0.493, loss: 0.003

ITERATION - loss: 0.00:   0%|          | 0/13 [01:11<00:01,  8.06it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:11<00:03,  3.53it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:11<00:02,  4.41it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:11<00:01,  5.35it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:11<00:00,  6.19it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [01:12<00:00,  6.43it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:12<00:00,  6.63it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [01:12<00:00,  6.77it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:12<00:00,  8.00it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:12<00:00,  8.00it/s]
                                                                       

Training Results - Epoch: 34 Metrics: mse: 0.223, avep: 0.923, top5: 0.947, frac_mc: 0.851, top1: 0.988, mae: 0.370, loss: 0.002

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

Validation Results - Epoch: 34 Metrics: mse: 0.226, avep: 0.919, top5: 0.938, frac_mc: 0.837, top1: 0.990, mae: 0.375, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:13<00:01,  8.00it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [01:13<00:05,  2.33it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [01:13<00:03,  3.12it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [01:13<00:01,  4.03it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [01:14<00:01,  5.07it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [01:14<00:00,  6.07it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [01:14<00:00,  7.08it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:14<00:00,  8.62it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:14<00:00,  8.62it/s]
                                                                       

Training Results - Epoch: 35 Metrics: mse: 0.200, avep: 0.883, top5: 0.893, frac_mc: 0.829, top1: 0.915, mae: 0.385, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:15<00:01,  8.62it/s]
Validation Results - Epoch: 35 Metrics: mse: 0.208, avep: 0.874, top5: 0.884, frac_mc: 0.809, top1: 0.930, mae: 0.392, loss: 0.002

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [01:15<00:01,  8.62it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:15<00:02,  4.00it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:15<00:01,  4.97it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:16<00:01,  5.83it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:16<00:00,  6.80it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:16<00:00,  7.82it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:16<00:00,  8.71it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:16<00:00,  8.71it/s]
                                                                       

Training Results - Epoch: 36 Metrics: mse: 0.177, avep: 0.925, top5: 0.951, frac_mc: 0.850, top1: 0.983, mae: 0.334, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:17<00:01,  8.71it/s]
                                                                      

Validation Results - Epoch: 36 Metrics: mse: 0.182, avep: 0.921, top5: 0.948, frac_mc: 0.843, top1: 0.980, mae: 0.338, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:17<00:01,  8.71it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:17<00:02,  3.95it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:17<00:01,  4.95it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:18<00:01,  6.03it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:18<00:00,  7.14it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:18<00:00,  8.24it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:18<00:00,  9.14it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:18<00:00,  9.14it/s]
                                                                       

Training Results - Epoch: 37 Metrics: mse: 0.175, avep: 0.917, top5: 0.937, frac_mc: 0.847, top1: 0.973, mae: 0.339, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:19<00:01,  9.14it/s]
                                                                      

Validation Results - Epoch: 37 Metrics: mse: 0.181, avep: 0.913, top5: 0.936, frac_mc: 0.843, top1: 0.960, mae: 0.344, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:19<00:01,  9.14it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:19<00:02,  4.05it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:19<00:01,  5.15it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:19<00:01,  6.40it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:20<00:00,  7.53it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:20<00:00,  7.83it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:20<00:00,  8.48it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:20<00:00,  8.48it/s]
                                                                       

Training Results - Epoch: 38 Metrics: mse: 0.189, avep: 0.926, top5: 0.954, frac_mc: 0.851, top1: 0.985, mae: 0.328, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:21<00:01,  8.48it/s]
                                                                      

Validation Results - Epoch: 38 Metrics: mse: 0.198, avep: 0.922, top5: 0.948, frac_mc: 0.841, top1: 0.980, mae: 0.337, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:21<00:01,  8.48it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:21<00:02,  3.88it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:21<00:01,  4.93it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:21<00:01,  5.85it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:22<00:00,  6.71it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:22<00:00,  7.59it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:22<00:00,  8.25it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:22<00:00,  8.25it/s]
Training Results - Epoch: 39 Metrics: mse: 0.171, avep: 0.923, top5: 0.948, frac_mc: 0.852, top1: 0.973, mae: 0.325, loss: 0.002

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [01:23<00:01,  8.25it/s]
                                                                      

Validation Results - Epoch: 39 Metrics: mse: 0.179, avep: 0.920, top5: 0.946, frac_mc: 0.842, top1: 0.970, mae: 0.331, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:23<00:01,  8.25it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:23<00:03,  3.65it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:24<00:01,  4.60it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:24<00:01,  5.44it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:24<00:00,  6.49it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:24<00:00,  7.20it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [01:24<00:00,  7.63it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:24<00:00,  8.76it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:24<00:00,  8.76it/s]
                                                                       

Training Results - Epoch: 40 Metrics: mse: 0.175, avep: 0.919, top5: 0.943, frac_mc: 0.846, top1: 0.970, mae: 0.338, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:25<00:01,  8.76it/s]
Validation Results - Epoch: 40 Metrics: mse: 0.182, avep: 0.917, top5: 0.946, frac_mc: 0.843, top1: 0.970, mae: 0.342, loss: 0.002

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [01:25<00:01,  8.76it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:25<00:02,  4.01it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:26<00:01,  4.99it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:26<00:01,  6.06it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:26<00:00,  6.93it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:26<00:00,  7.75it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:26<00:00,  8.19it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:26<00:00,  8.19it/s]
                                                                       

Training Results - Epoch: 41 Metrics: mse: 0.191, avep: 0.927, top5: 0.954, frac_mc: 0.853, top1: 0.983, mae: 0.327, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:27<00:01,  8.19it/s]
                                                                      

Validation Results - Epoch: 41 Metrics: mse: 0.201, avep: 0.922, top5: 0.950, frac_mc: 0.842, top1: 0.980, mae: 0.336, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:27<00:01,  8.19it/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,  4.83it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:28<00:01,  5.91it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:28<00:00,  6.77it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:28<00:00,  7.49it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:28<00:00,  8.14it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:29<00:00,  8.14it/s]
                                                                       

Training Results - Epoch: 42 Metrics: mse: 0.172, avep: 0.927, top5: 0.955, frac_mc: 0.853, top1: 0.985, mae: 0.326, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:29<00:01,  8.14it/s]
                                                                      

Validation Results - Epoch: 42 Metrics: mse: 0.178, avep: 0.924, top5: 0.950, frac_mc: 0.841, top1: 0.990, mae: 0.331, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:30<00:01,  8.14it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:30<00:02,  3.80it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:30<00:01,  4.75it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:30<00:01,  5.71it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:30<00:00,  6.64it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:30<00:00,  7.47it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:31<00:00,  8.61it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:31<00:00,  8.61it/s]
                                                                       

Training Results - Epoch: 43 Metrics: mse: 0.170, avep: 0.925, top5: 0.951, frac_mc: 0.853, top1: 0.975, mae: 0.328, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:31<00:01,  8.61it/s]
                                                                      

Validation Results - Epoch: 43 Metrics: mse: 0.177, avep: 0.922, top5: 0.952, frac_mc: 0.841, top1: 0.990, mae: 0.333, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:32<00:01,  8.61it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:32<00:02,  3.92it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:32<00:01,  4.95it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [01:32<00:01,  5.64it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [01:32<00:00,  6.60it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [01:32<00:00,  7.49it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [01:33<00:00,  7.91it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:33<00:00,  9.22it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:33<00:00,  9.22it/s]
                                                                       

Training Results - Epoch: 44 Metrics: mse: 0.179, avep: 0.922, top5: 0.945, frac_mc: 0.851, top1: 0.970, mae: 0.358, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:33<00:01,  9.22it/s]
                                                                      

Validation Results - Epoch: 44 Metrics: mse: 0.184, avep: 0.920, top5: 0.948, frac_mc: 0.842, top1: 0.980, mae: 0.361, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:34<00:01,  9.22it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:34<00:02,  4.11it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:34<00:01,  5.09it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:34<00:01,  6.00it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:34<00:00,  6.75it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:35<00:00,  7.38it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:35<00:00,  8.08it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:35<00:00,  8.08it/s]
                                                                       

Training Results - Epoch: 45 Metrics: mse: 0.170, avep: 0.927, top5: 0.955, frac_mc: 0.853, top1: 0.983, mae: 0.326, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:36<00:01,  8.08it/s]
                                                                      

Validation Results - Epoch: 45 Metrics: mse: 0.177, avep: 0.924, top5: 0.952, frac_mc: 0.841, top1: 0.990, mae: 0.332, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:36<00:01,  8.08it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [01:36<00:04,  2.44it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [01:36<00:03,  3.21it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:36<00:02,  4.00it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:36<00:01,  4.98it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:36<00:00,  6.06it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:37<00:00,  6.64it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:37<00:00,  7.34it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:37<00:00,  7.34it/s]
                                                                       

Training Results - Epoch: 46 Metrics: mse: 0.171, avep: 0.927, top5: 0.954, frac_mc: 0.854, top1: 0.980, mae: 0.318, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:38<00:01,  7.34it/s]
                                                                      

Validation Results - Epoch: 46 Metrics: mse: 0.180, avep: 0.923, top5: 0.952, frac_mc: 0.840, top1: 0.990, mae: 0.324, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:38<00:01,  7.34it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [01:38<00:05,  2.32it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [01:38<00:03,  3.05it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:38<00:02,  3.84it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:39<00:01,  4.79it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:39<00:00,  5.77it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:39<00:00,  6.65it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:39<00:00,  7.59it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:39<00:00,  7.59it/s]
                                                                       

Training Results - Epoch: 47 Metrics: mse: 0.192, avep: 0.925, top5: 0.950, frac_mc: 0.853, top1: 0.978, mae: 0.382, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:40<00:01,  7.59it/s]
                                                                      

Validation Results - Epoch: 47 Metrics: mse: 0.196, avep: 0.922, top5: 0.956, frac_mc: 0.839, top1: 0.990, mae: 0.385, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:40<00:01,  7.59it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:40<00:03,  3.55it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:41<00:02,  4.46it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:41<00:01,  5.55it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:41<00:00,  6.55it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:41<00:00,  7.59it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:41<00:00,  8.77it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:41<00:00,  8.77it/s]
                                                                       

Training Results - Epoch: 48 Metrics: mse: 0.172, avep: 0.927, top5: 0.954, frac_mc: 0.853, top1: 0.980, mae: 0.339, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:42<00:01,  8.77it/s]
                                                                      

Validation Results - Epoch: 48 Metrics: mse: 0.178, avep: 0.924, top5: 0.954, frac_mc: 0.839, top1: 0.990, mae: 0.344, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:42<00:01,  8.77it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:42<00:02,  3.99it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:42<00:01,  4.90it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:43<00:01,  5.72it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:43<00:00,  6.49it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:43<00:00,  7.58it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:43<00:00,  8.38it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:43<00:00,  8.38it/s]
                                                                       

Training Results - Epoch: 49 Metrics: mse: 0.171, avep: 0.927, top5: 0.955, frac_mc: 0.854, top1: 0.983, mae: 0.317, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:44<00:01,  8.38it/s]
Validation Results - Epoch: 49 Metrics: mse: 0.180, avep: 0.923, top5: 0.952, frac_mc: 0.839, top1: 0.990, mae: 0.324, loss: 0.002

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [01:44<00:01,  8.38it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:44<00:02,  3.76it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:45<00:01,  4.67it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:45<00:01,  5.70it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:45<00:00,  6.94it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:45<00:00,  7.96it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:45<00:00,  8.38it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:45<00:00,  8.38it/s]
                                                                       

Training Results - Epoch: 50 Metrics: mse: 0.170, avep: 0.927, top5: 0.954, frac_mc: 0.855, top1: 0.983, mae: 0.319, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:46<00:01,  8.38it/s]
Validation Results - Epoch: 50 Metrics: mse: 0.179, avep: 0.923, top5: 0.952, frac_mc: 0.840, top1: 0.990, mae: 0.326, loss: 0.002

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [01:46<00:01,  8.38it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:47<00:02,  3.77it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:47<00:01,  4.70it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:47<00:01,  5.71it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [01:47<00:00,  6.32it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:47<00:00,  6.88it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:47<00:00,  7.56it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:47<00:00,  8.69it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:48<00:00,  8.69it/s]
                                                                       

Training Results - Epoch: 51 Metrics: mse: 0.168, avep: 0.927, top5: 0.953, frac_mc: 0.854, top1: 0.980, mae: 0.325, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:48<00:01,  8.69it/s]
                                                                      
Validation Results - Epoch: 51 Metrics: mse: 0.176, avep: 0.923, top5: 0.954, frac_mc: 0.840, top1: 0.990, mae: 0.331, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:48<00:01,  8.69it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:49<00:02,  3.92it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:49<00:01,  4.80it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:49<00:01,  5.60it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:49<00:00,  6.40it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [01:49<00:00,  7.17it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [01:50<00:00,  8.10it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:50<00:00,  9.37it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:50<00:00,  9.37it/s]
                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [01:51<00:01,  9.37it/s]
Training Results - Epoch: 52 Metrics: mse: 0.171, avep: 0.926, top5: 0.953, frac_mc: 0.854, top1: 0.978, mae: 0.339, loss: 0.002

Validation Results - Epoch: 52 Metrics: mse: 0.177, avep: 0.922, top5: 0.952, frac_mc: 0.838, top1: 0.990, mae: 0.344, loss: 0.002

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [01:51<00:01,  9.37it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:51<00:02,  3.92it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:51<00:01,  4.88it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:51<00:01,  5.80it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:51<00:00,  6.73it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:52<00:00,  7.81it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:52<00:00,  8.63it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:52<00:00,  8.63it/s]
                                                                       

Training Results - Epoch: 53 Metrics: mse: 0.169, avep: 0.927, top5: 0.954, frac_mc: 0.854, top1: 0.980, mae: 0.329, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:53<00:01,  8.63it/s]
Validation Results - Epoch: 53 Metrics: mse: 0.176, avep: 0.923, top5: 0.956, frac_mc: 0.839, top1: 0.990, mae: 0.335, loss: 0.002

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [01:53<00:01,  8.63it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:53<00:02,  3.84it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:53<00:01,  4.86it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:53<00:01,  5.87it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:53<00:00,  6.83it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:54<00:00,  7.69it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:54<00:00,  8.35it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:54<00:00,  8.35it/s]
                                                                       

Training Results - Epoch: 54 Metrics: mse: 0.170, avep: 0.927, top5: 0.956, frac_mc: 0.853, top1: 0.983, mae: 0.318, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:55<00:01,  8.35it/s]
                                                                      

Validation Results - Epoch: 54 Metrics: mse: 0.179, avep: 0.923, top5: 0.952, frac_mc: 0.840, top1: 0.990, mae: 0.325, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:55<00:01,  8.35it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:55<00:03,  3.66it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:55<00:01,  4.54it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:55<00:01,  5.54it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:56<00:00,  6.48it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [01:56<00:00,  7.21it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [01:56<00:00,  7.97it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:56<00:00,  9.14it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:56<00:00,  9.14it/s]
                                                                       

Training Results - Epoch: 55 Metrics: mse: 0.168, avep: 0.927, top5: 0.954, frac_mc: 0.854, top1: 0.983, mae: 0.324, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:57<00:01,  9.14it/s]
Validation Results - Epoch: 55 Metrics: mse: 0.176, avep: 0.923, top5: 0.954, frac_mc: 0.839, top1: 0.990, mae: 0.330, loss: 0.002

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [01:57<00:01,  9.14it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:57<00:02,  4.04it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:57<00:01,  5.03it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [01:58<00:01,  5.92it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [01:58<00:00,  6.89it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [01:58<00:00,  7.71it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [01:58<00:00,  8.45it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [01:58<00:00,  8.45it/s]
                                                                       

Training Results - Epoch: 56 Metrics: mse: 0.170, avep: 0.927, top5: 0.956, frac_mc: 0.854, top1: 0.983, mae: 0.319, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:59<00:01,  8.45it/s]
                                                                      

Validation Results - Epoch: 56 Metrics: mse: 0.178, avep: 0.923, top5: 0.952, frac_mc: 0.840, top1: 0.990, mae: 0.325, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [01:59<00:01,  8.45it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [01:59<00:02,  3.83it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [01:59<00:01,  4.93it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:00<00:01,  6.10it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:00<00:00,  6.81it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:00<00:00,  7.29it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:00<00:00,  7.97it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:00<00:00,  7.97it/s]
                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [02:01<00:01,  7.97it/s]
Training Results - Epoch: 57 Metrics: mse: 0.170, avep: 0.927, top5: 0.955, frac_mc: 0.854, top1: 0.983, mae: 0.318, loss: 0.002

                                                                      
Validation Results - Epoch: 57 Metrics: mse: 0.179, avep: 0.923, top5: 0.954, frac_mc: 0.840, top1: 0.990, mae: 0.324, loss: 0.002


ITERATION - loss: 0.00:   0%|          | 0/13 [02:01<00:01,  7.97it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:01<00:02,  3.88it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:02<00:01,  4.79it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:02<00:01,  5.64it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:02<00:00,  6.54it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:02<00:00,  7.18it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:02<00:00,  7.96it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:02<00:00,  8.42it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:02<00:00,  8.42it/s]
                                                                       

Training Results - Epoch: 58 Metrics: mse: 0.169, avep: 0.927, top5: 0.955, frac_mc: 0.854, top1: 0.983, mae: 0.320, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:03<00:01,  8.42it/s]
Validation Results - Epoch: 58 Metrics: mse: 0.177, avep: 0.923, top5: 0.954, frac_mc: 0.840, top1: 0.990, mae: 0.326, loss: 0.002

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [02:04<00:01,  8.42it/s]
ITERATION - loss: 0.00:   8%|▊         | 1/13 [02:04<00:05,  2.28it/s]
ITERATION - loss: 0.00:  23%|██▎       | 3/13 [02:04<00:03,  2.98it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:04<00:02,  3.62it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:04<00:01,  4.48it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:04<00:00,  5.45it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:04<00:00,  6.36it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:05<00:00,  7.04it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:05<00:00,  8.36it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:05<00:00,  8.36it/s]
Training Results - Epoch: 59 Metrics: mse: 0.169, avep: 0.927, top5: 0.953, frac_mc: 0.854, top1: 0.980, mae: 0.333, loss: 0.002

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [02:05<00:01,  8.36it/s]
Validation Results - Epoch: 59 Metrics: mse: 0.176, avep: 0.923, top5: 0.956, frac_mc: 0.838, top1: 0.990, mae: 0.338, loss: 0.002

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [02:06<00:01,  8.36it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:06<00:02,  4.00it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:06<00:01,  4.94it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:06<00:01,  5.87it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:06<00:00,  6.69it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:06<00:00,  7.80it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:07<00:00,  8.42it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:07<00:00,  9.37it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:07<00:00,  9.37it/s]
                                                                       

Training Results - Epoch: 60 Metrics: mse: 0.168, avep: 0.927, top5: 0.955, frac_mc: 0.854, top1: 0.983, mae: 0.322, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:08<00:01,  9.37it/s]
                                                                      

Validation Results - Epoch: 60 Metrics: mse: 0.177, avep: 0.924, top5: 0.954, frac_mc: 0.840, top1: 0.990, mae: 0.328, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:08<00:01,  9.37it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:08<00:02,  4.15it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:08<00:01,  5.07it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:08<00:01,  5.99it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:08<00:00,  6.87it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:09<00:00,  7.67it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:09<00:00,  8.59it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:09<00:00,  8.59it/s]
                                                                       

Training Results - Epoch: 61 Metrics: mse: 0.168, avep: 0.927, top5: 0.955, frac_mc: 0.854, top1: 0.983, mae: 0.324, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:10<00:01,  8.59it/s]
                                                                      

Validation Results - Epoch: 61 Metrics: mse: 0.176, avep: 0.923, top5: 0.954, frac_mc: 0.840, top1: 0.990, mae: 0.330, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:10<00:01,  8.59it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:10<00:02,  3.74it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:10<00:01,  4.55it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:10<00:01,  5.54it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:11<00:00,  6.40it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:11<00:00,  7.15it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:11<00:00,  8.00it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:11<00:00,  9.30it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:11<00:00,  9.30it/s]
                                                                       

Training Results - Epoch: 62 Metrics: mse: 0.168, avep: 0.927, top5: 0.954, frac_mc: 0.854, top1: 0.983, mae: 0.322, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:12<00:01,  9.30it/s]
Validation Results - Epoch: 62 Metrics: mse: 0.176, avep: 0.923, top5: 0.954, frac_mc: 0.840, top1: 0.990, mae: 0.328, loss: 0.002

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [02:12<00:01,  9.30it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:12<00:02,  4.11it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:12<00:01,  5.06it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:13<00:01,  6.06it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:13<00:00,  6.71it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:13<00:00,  7.63it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:13<00:00,  8.36it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:13<00:00,  9.63it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:13<00:00,  9.63it/s]
Training Results - Epoch: 63 Metrics: mse: 0.168, avep: 0.927, top5: 0.954, frac_mc: 0.854, top1: 0.983, mae: 0.324, loss: 0.002

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [02:14<00:01,  9.63it/s]
Validation Results - Epoch: 63 Metrics: mse: 0.176, avep: 0.923, top5: 0.954, frac_mc: 0.840, top1: 0.990, mae: 0.330, loss: 0.002

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [02:14<00:01,  9.63it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:14<00:02,  4.12it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:14<00:01,  5.20it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:15<00:01,  6.09it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:15<00:00,  7.12it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:15<00:00,  8.19it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:15<00:00,  8.95it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:15<00:00,  8.95it/s]
                                                                       

Training Results - Epoch: 64 Metrics: mse: 0.168, avep: 0.927, top5: 0.954, frac_mc: 0.854, top1: 0.983, mae: 0.324, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:16<00:01,  8.95it/s]
                                                                      

Validation Results - Epoch: 64 Metrics: mse: 0.176, avep: 0.923, top5: 0.954, frac_mc: 0.840, top1: 0.990, mae: 0.330, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:16<00:01,  8.95it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:16<00:02,  3.89it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:17<00:01,  4.86it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:17<00:01,  5.89it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:17<00:00,  6.98it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:17<00:00,  7.83it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:17<00:00,  8.32it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:17<00:00,  8.32it/s]
                                                                       

Training Results - Epoch: 65 Metrics: mse: 0.168, avep: 0.927, top5: 0.955, frac_mc: 0.854, top1: 0.983, mae: 0.325, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:18<00:01,  8.32it/s]
                                                                      

Validation Results - Epoch: 65 Metrics: mse: 0.176, avep: 0.923, top5: 0.954, frac_mc: 0.840, top1: 0.990, mae: 0.330, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:18<00:01,  8.32it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:18<00:02,  3.85it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:19<00:01,  4.93it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:19<00:01,  6.17it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:19<00:00,  7.42it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:19<00:00,  7.99it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:19<00:00,  8.67it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:19<00:00,  8.67it/s]
                                                                       

Training Results - Epoch: 66 Metrics: mse: 0.168, avep: 0.927, top5: 0.955, frac_mc: 0.854, top1: 0.983, mae: 0.322, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:20<00:01,  8.67it/s]
                                                                      

Validation Results - Epoch: 66 Metrics: mse: 0.176, avep: 0.924, top5: 0.954, frac_mc: 0.840, top1: 0.990, mae: 0.328, loss: 0.002
ITERATION - loss: 0.00:   0%|          | 0/13 [02:21<00:01,  8.67it/s]

ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:21<00:03,  3.21it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:21<00:02,  4.14it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:21<00:01,  5.09it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:21<00:00,  5.78it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:22<00:00,  6.74it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:22<00:00,  7.67it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:22<00:00,  7.67it/s]
                                                                       

Training Results - Epoch: 67 Metrics: mse: 0.168, avep: 0.927, top5: 0.955, frac_mc: 0.854, top1: 0.983, mae: 0.326, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:23<00:01,  7.67it/s]
                                                                      

Validation Results - Epoch: 67 Metrics: mse: 0.176, avep: 0.923, top5: 0.954, frac_mc: 0.840, top1: 0.990, mae: 0.332, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:23<00:01,  7.67it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:23<00:03,  3.65it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:23<00:01,  4.66it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:23<00:01,  5.84it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:23<00:00,  6.92it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:24<00:00,  7.95it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:24<00:00,  8.89it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:24<00:00,  8.89it/s]
                                                                       

Training Results - Epoch: 68 Metrics: mse: 0.168, avep: 0.927, top5: 0.956, frac_mc: 0.854, top1: 0.983, mae: 0.321, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:25<00:01,  8.89it/s]
                                                                      

Validation Results - Epoch: 68 Metrics: mse: 0.177, avep: 0.924, top5: 0.954, frac_mc: 0.841, top1: 0.990, mae: 0.327, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:25<00:01,  8.89it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:25<00:03,  3.61it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:25<00:02,  4.49it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:25<00:01,  5.55it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:26<00:00,  6.59it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:26<00:00,  7.54it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:26<00:00,  8.51it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:26<00:00,  8.51it/s]
Training Results - Epoch: 69 Metrics: mse: 0.168, avep: 0.927, top5: 0.954, frac_mc: 0.854, top1: 0.983, mae: 0.323, loss: 0.002

                                                                       

ITERATION - loss: 0.00:   0%|          | 0/13 [02:27<00:01,  8.51it/s]
                                                                      

Validation Results - Epoch: 69 Metrics: mse: 0.176, avep: 0.923, top5: 0.954, frac_mc: 0.840, top1: 0.990, mae: 0.329, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:27<00:01,  8.51it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:27<00:03,  3.52it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:27<00:02,  4.48it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:28<00:01,  5.45it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:28<00:00,  6.37it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:28<00:00,  7.37it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:28<00:00,  8.40it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:28<00:00,  8.40it/s]
                                                                       

Training Results - Epoch: 70 Metrics: mse: 0.168, avep: 0.927, top5: 0.954, frac_mc: 0.854, top1: 0.983, mae: 0.325, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:29<00:01,  8.40it/s]
                                                                      
Validation Results - Epoch: 70 Metrics: mse: 0.176, avep: 0.923, top5: 0.954, frac_mc: 0.840, top1: 0.990, mae: 0.330, loss: 0.002


ITERATION - loss: 0.00:   0%|          | 0/13 [02:29<00:01,  8.40it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:29<00:03,  3.51it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:30<00:02,  4.47it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:30<00:01,  5.59it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:30<00:00,  6.62it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:30<00:00,  7.63it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:30<00:00,  8.29it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:30<00:00,  8.29it/s]
                                                                       

Training Results - Epoch: 71 Metrics: mse: 0.168, avep: 0.927, top5: 0.955, frac_mc: 0.854, top1: 0.983, mae: 0.322, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:31<00:01,  8.29it/s]
                                                                      

Validation Results - Epoch: 71 Metrics: mse: 0.176, avep: 0.924, top5: 0.954, frac_mc: 0.841, top1: 0.990, mae: 0.328, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:31<00:01,  8.29it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:32<00:02,  3.76it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:32<00:01,  4.81it/s]
ITERATION - loss: 0.00:  38%|███▊      | 5/13 [02:32<00:01,  5.59it/s]
ITERATION - loss: 0.00:  54%|█████▍    | 7/13 [02:32<00:00,  6.76it/s]
ITERATION - loss: 0.00:  69%|██████▉   | 9/13 [02:32<00:00,  7.73it/s]
ITERATION - loss: 0.00:  85%|████████▍ | 11/13 [02:32<00:00,  8.66it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:32<00:00, 10.15it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:32<00:00, 10.15it/s]
Training Results - Epoch: 72 Metrics: mse: 0.168, avep: 0.927, top5: 0.955, frac_mc: 0.854, top1: 0.983, mae: 0.325, loss: 0.002
                                                                       


ITERATION - loss: 0.00:   0%|          | 0/13 [02:33<00:01, 10.15it/s]
                                                                      
Validation Results - Epoch: 72 Metrics: mse: 0.176, avep: 0.924, top5: 0.954, frac_mc: 0.840, top1: 0.990, mae: 0.330, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:33<00:01, 10.15it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:34<00:02,  3.84it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:34<00:01,  4.85it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:34<00:01,  5.90it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:34<00:00,  6.98it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:34<00:00,  7.95it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:34<00:00,  8.98it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:35<00:00,  8.98it/s]
                                                                       

Training Results - Epoch: 73 Metrics: mse: 0.168, avep: 0.927, top5: 0.955, frac_mc: 0.854, top1: 0.983, mae: 0.323, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:35<00:01,  8.98it/s]
Validation Results - Epoch: 73 Metrics: mse: 0.176, avep: 0.924, top5: 0.954, frac_mc: 0.841, top1: 0.990, mae: 0.329, loss: 0.002

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [02:36<00:01,  8.98it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:36<00:03,  3.59it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:36<00:01,  4.55it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:36<00:01,  5.61it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:36<00:00,  6.67it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:36<00:00,  7.61it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:37<00:00,  8.62it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:37<00:00,  8.62it/s]
                                                                       

Training Results - Epoch: 74 Metrics: mse: 0.168, avep: 0.927, top5: 0.954, frac_mc: 0.854, top1: 0.983, mae: 0.324, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:38<00:01,  8.62it/s]
Validation Results - Epoch: 74 Metrics: mse: 0.176, avep: 0.924, top5: 0.954, frac_mc: 0.841, top1: 0.990, mae: 0.330, loss: 0.002

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [02:38<00:01,  8.62it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:38<00:03,  3.66it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:38<00:01,  4.60it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:38<00:01,  5.67it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:38<00:00,  6.71it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:39<00:00,  7.86it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:39<00:00,  8.82it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:39<00:00,  8.82it/s]
                                                                       

Training Results - Epoch: 75 Metrics: mse: 0.168, avep: 0.927, top5: 0.955, frac_mc: 0.854, top1: 0.983, mae: 0.323, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:40<00:01,  8.82it/s]
                                                                      

Validation Results - Epoch: 75 Metrics: mse: 0.176, avep: 0.924, top5: 0.954, frac_mc: 0.841, top1: 0.990, mae: 0.329, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:40<00:01,  8.82it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:40<00:03,  3.38it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:40<00:02,  4.33it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:41<00:01,  5.37it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:41<00:00,  6.45it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:41<00:00,  7.55it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:41<00:00,  8.49it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:41<00:00,  8.49it/s]
                                                                       

Training Results - Epoch: 76 Metrics: mse: 0.168, avep: 0.927, top5: 0.955, frac_mc: 0.854, top1: 0.983, mae: 0.323, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:42<00:01,  8.49it/s]
Validation Results - Epoch: 76 Metrics: mse: 0.176, avep: 0.924, top5: 0.954, frac_mc: 0.841, top1: 0.990, mae: 0.329, loss: 0.002

                                                                      

ITERATION - loss: 0.00:   0%|          | 0/13 [02:42<00:01,  8.49it/s]
ITERATION - loss: 0.00:  15%|█▌        | 2/13 [02:42<00:03,  3.50it/s]
ITERATION - loss: 0.00:  31%|███       | 4/13 [02:43<00:02,  4.45it/s]
ITERATION - loss: 0.00:  46%|████▌     | 6/13 [02:43<00:01,  5.51it/s]
ITERATION - loss: 0.00:  62%|██████▏   | 8/13 [02:43<00:00,  6.53it/s]
ITERATION - loss: 0.00:  77%|███████▋  | 10/13 [02:43<00:00,  7.54it/s]
ITERATION - loss: 0.00:  92%|█████████▏| 12/13 [02:43<00:00,  8.47it/s]
ITERATION - loss: 0.00: 100%|██████████| 13/13 [02:43<00:00,  8.47it/s]
                                                                       

Training Results - Epoch: 77 Metrics: mse: 0.168, avep: 0.927, top5: 0.955, frac_mc: 0.854, top1: 0.983, mae: 0.323, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:44<00:01,  8.47it/s]
                                                                      

Validation Results - Epoch: 77 Metrics: mse: 0.176, avep: 0.924, top5: 0.954, frac_mc: 0.841, top1: 0.990, mae: 0.329, loss: 0.002

ITERATION - loss: 0.00:   0%|          | 0/13 [02:44<00:01,  8.47it/s]
                                                                      
mse: 0.176
avep: 0.924
top5: 0.954
frac_mc: 0.841
top1: 0.990
mae: 0.329
loss: 0.002
