
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: 137.250, avep: 0.607, top5: 0.354, frac_mc: 0.575, top1: 0.250, mae: 10.434, loss: 137.250

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

Validation Results - Epoch: 0 Metrics: mse: 138.829, avep: 0.617, top5: 0.356, frac_mc: 0.598, top1: 0.180, mae: 10.587, loss: 138.829

ITERATION - loss: 0.00:   0%|          | 0/13 [00:00<?, ?it/s]
ITERATION - loss: 141.00:   8%|▊         | 1/13 [00:00<00:11,  1.04it/s]
ITERATION - loss: 13.79:  31%|███       | 4/13 [00:01<00:06,  1.45it/s] 
ITERATION - loss: 13.54:  54%|█████▍    | 7/13 [00:01<00:02,  2.02it/s]
ITERATION - loss: 6.80:  77%|███████▋  | 10/13 [00:01<00:01,  2.79it/s]
ITERATION - loss: 10.63:  92%|█████████▏| 12/13 [00:01<00:00,  3.73it/s]
ITERATION - loss: 14.48: 100%|██████████| 13/13 [00:01<00:00,  3.73it/s]
                                                                        

Training Results - Epoch: 1 Metrics: mse: 13.378, avep: 0.940, top5: 0.934, frac_mc: 0.907, top1: 0.950, mae: 3.019, loss: 13.378

ITERATION - loss: 14.48:   0%|          | 0/13 [00:02<00:03,  3.73it/s]
                                                                       
Validation Results - Epoch: 1 Metrics: mse: 15.288, avep: 0.952, top5: 0.948, frac_mc: 0.920, top1: 0.970, mae: 3.143, loss: 15.288


ITERATION - loss: 14.48:   0%|          | 0/13 [00:02<00:03,  3.73it/s]
ITERATION - loss: 14.31:  15%|█▌        | 2/13 [00:02<00:03,  2.95it/s]
ITERATION - loss: 10.31:  38%|███▊      | 5/13 [00:02<00:01,  4.00it/s]
ITERATION - loss: 9.81:  54%|█████▍    | 7/13 [00:02<00:01,  5.21it/s] 
ITERATION - loss: 6.70:  77%|███████▋  | 10/13 [00:02<00:00,  6.75it/s]
ITERATION - loss: 10.12: 100%|██████████| 13/13 [00:02<00:00,  8.74it/s]
ITERATION - loss: 10.12: 100%|██████████| 13/13 [00:02<00:00,  8.74it/s]
Training Results - Epoch: 2 Metrics: mse: 9.493, avep: 0.939, top5: 0.934, frac_mc: 0.906, top1: 0.950, mae: 2.472, loss: 9.493

                                                                        

ITERATION - loss: 10.12:   0%|          | 0/13 [00:03<00:01,  8.74it/s]
Validation Results - Epoch: 2 Metrics: mse: 11.443, avep: 0.952, top5: 0.948, frac_mc: 0.920, top1: 0.970, mae: 2.757, loss: 11.443

                                                                       

ITERATION - loss: 10.12:   0%|          | 0/13 [00:03<00:01,  8.74it/s]
ITERATION - loss: 8.57:  23%|██▎       | 3/13 [00:03<00:01,  5.49it/s] 
ITERATION - loss: 9.14:  38%|███▊      | 5/13 [00:04<00:01,  6.93it/s]
ITERATION - loss: 8.85:  62%|██████▏   | 8/13 [00:04<00:00,  8.64it/s]
ITERATION - loss: 10.10:  77%|███████▋  | 10/13 [00:04<00:00,  9.91it/s]
ITERATION - loss: 6.35: 100%|██████████| 13/13 [00:04<00:00, 12.26it/s] 
ITERATION - loss: 6.35: 100%|██████████| 13/13 [00:04<00:00, 12.26it/s]
Training Results - Epoch: 3 Metrics: mse: 8.852, avep: 0.939, top5: 0.934, frac_mc: 0.906, top1: 0.950, mae: 2.398, loss: 8.852

                                                                       

ITERATION - loss: 6.35:   0%|          | 0/13 [00:05<00:01, 12.26it/s]
Validation Results - Epoch: 3 Metrics: mse: 10.846, avep: 0.952, top5: 0.948, frac_mc: 0.920, top1: 0.970, mae: 2.699, loss: 10.846

                                                                      

ITERATION - loss: 6.35:   0%|          | 0/13 [00:05<00:01, 12.26it/s]
ITERATION - loss: 8.32:  15%|█▌        | 2/13 [00:05<00:02,  4.94it/s]
ITERATION - loss: 4.96:  38%|███▊      | 5/13 [00:05<00:01,  6.45it/s]
ITERATION - loss: 10.53:  54%|█████▍    | 7/13 [00:05<00:00,  7.94it/s]
ITERATION - loss: 8.33:  77%|███████▋  | 10/13 [00:05<00:00,  9.94it/s]
ITERATION - loss: 11.51: 100%|██████████| 13/13 [00:05<00:00, 12.28it/s]
ITERATION - loss: 11.51: 100%|██████████| 13/13 [00:05<00:00, 12.28it/s]
                                                                        

Training Results - Epoch: 4 Metrics: mse: 8.532, avep: 0.939, top5: 0.934, frac_mc: 0.906, top1: 0.950, mae: 2.325, loss: 8.532

ITERATION - loss: 11.51:   0%|          | 0/13 [00:06<00:01, 12.28it/s]
Validation Results - Epoch: 4 Metrics: mse: 10.510, avep: 0.953, top5: 0.948, frac_mc: 0.922, top1: 0.970, mae: 2.645, loss: 10.510

                                                                       

ITERATION - loss: 11.51:   0%|          | 0/13 [00:06<00:01, 12.28it/s]
ITERATION - loss: 6.99:  23%|██▎       | 3/13 [00:07<00:01,  6.16it/s] 
ITERATION - loss: 7.87:  38%|███▊      | 5/13 [00:07<00:01,  7.73it/s]
ITERATION - loss: 10.00:  62%|██████▏   | 8/13 [00:07<00:00,  9.61it/s]
ITERATION - loss: 5.54:  85%|████████▍ | 11/13 [00:07<00:00, 11.37it/s]
ITERATION - loss: 8.88: 100%|██████████| 13/13 [00:07<00:00, 11.37it/s]
                                                                       

Training Results - Epoch: 5 Metrics: mse: 8.288, avep: 0.940, top5: 0.934, frac_mc: 0.906, top1: 0.950, mae: 2.280, loss: 8.288

ITERATION - loss: 8.88:   0%|          | 0/13 [00:08<00:01, 11.37it/s]
                                                                      

Validation Results - Epoch: 5 Metrics: mse: 10.236, avep: 0.953, top5: 0.948, frac_mc: 0.922, top1: 0.970, mae: 2.608, loss: 10.236

ITERATION - loss: 8.88:   0%|          | 0/13 [00:08<00:01, 11.37it/s]
ITERATION - loss: 8.55:  15%|█▌        | 2/13 [00:08<00:02,  4.53it/s]
ITERATION - loss: 9.69:  31%|███       | 4/13 [00:08<00:01,  5.88it/s]
ITERATION - loss: 7.51:  54%|█████▍    | 7/13 [00:08<00:00,  7.53it/s]
ITERATION - loss: 7.63:  77%|███████▋  | 10/13 [00:08<00:00,  9.40it/s]
ITERATION - loss: 5.65:  92%|█████████▏| 12/13 [00:08<00:00, 11.12it/s]
ITERATION - loss: 8.91: 100%|██████████| 13/13 [00:08<00:00, 11.12it/s]
                                                                       

ITERATION - loss: 8.91:   0%|          | 0/13 [00:09<00:01, 11.12it/s]
Training Results - Epoch: 6 Metrics: mse: 8.644, avep: 0.940, top5: 0.934, frac_mc: 0.906, top1: 0.950, mae: 2.364, loss: 8.644

                                                                      

Validation Results - Epoch: 6 Metrics: mse: 10.531, avep: 0.953, top5: 0.948, frac_mc: 0.922, top1: 0.970, mae: 2.637, loss: 10.531

ITERATION - loss: 8.91:   0%|          | 0/13 [00:09<00:01, 11.12it/s]
ITERATION - loss: 6.46:  15%|█▌        | 2/13 [00:09<00:02,  4.67it/s]
ITERATION - loss: 10.16:  31%|███       | 4/13 [00:10<00:01,  5.94it/s]
ITERATION - loss: 6.92:  54%|█████▍    | 7/13 [00:10<00:00,  7.65it/s] 
ITERATION - loss: 7.77:  77%|███████▋  | 10/13 [00:10<00:00,  9.51it/s]
ITERATION - loss: 11.14:  92%|█████████▏| 12/13 [00:10<00:00, 11.01it/s]
ITERATION - loss: 11.00: 100%|██████████| 13/13 [00:10<00:00, 11.01it/s]
                                                                        

Training Results - Epoch: 7 Metrics: mse: 8.207, avep: 0.939, top5: 0.934, frac_mc: 0.905, top1: 0.950, mae: 2.312, loss: 8.207

ITERATION - loss: 11.00:   0%|          | 0/13 [00:11<00:01, 11.01it/s]
                                                                       

Validation Results - Epoch: 7 Metrics: mse: 10.194, avep: 0.953, top5: 0.948, frac_mc: 0.922, top1: 0.970, mae: 2.608, loss: 10.194

ITERATION - loss: 11.00:   0%|          | 0/13 [00:11<00:01, 11.01it/s]
ITERATION - loss: 6.01:  15%|█▌        | 2/13 [00:11<00:02,  4.61it/s] 
ITERATION - loss: 7.86:  38%|███▊      | 5/13 [00:11<00:01,  6.02it/s]
ITERATION - loss: 9.90:  62%|██████▏   | 8/13 [00:11<00:00,  7.55it/s]
ITERATION - loss: 6.29:  85%|████████▍ | 11/13 [00:11<00:00,  9.43it/s]
ITERATION - loss: 11.26: 100%|██████████| 13/13 [00:11<00:00,  9.43it/s]
                                                                        

Training Results - Epoch: 8 Metrics: mse: 7.492, avep: 0.939, top5: 0.934, frac_mc: 0.905, top1: 0.950, mae: 2.172, loss: 7.492

ITERATION - loss: 11.26:   0%|          | 0/13 [00:12<00:01,  9.43it/s]
                                                                       

Validation Results - Epoch: 8 Metrics: mse: 9.385, avep: 0.953, top5: 0.948, frac_mc: 0.922, top1: 0.970, mae: 2.505, loss: 9.385

ITERATION - loss: 11.26:   0%|          | 0/13 [00:12<00:01,  9.43it/s]
ITERATION - loss: 7.45:  15%|█▌        | 2/13 [00:12<00:02,  4.31it/s] 
ITERATION - loss: 5.39:  38%|███▊      | 5/13 [00:13<00:01,  5.61it/s]
ITERATION - loss: 8.92:  62%|██████▏   | 8/13 [00:13<00:00,  7.26it/s]
ITERATION - loss: 5.49:  85%|████████▍ | 11/13 [00:13<00:00,  9.14it/s]
ITERATION - loss: 8.74: 100%|██████████| 13/13 [00:13<00:00,  9.14it/s]
                                                                       

Training Results - Epoch: 9 Metrics: mse: 7.582, avep: 0.940, top5: 0.933, frac_mc: 0.906, top1: 0.953, mae: 2.212, loss: 7.582

ITERATION - loss: 8.74:   0%|          | 0/13 [00:14<00:01,  9.14it/s]
Validation Results - Epoch: 9 Metrics: mse: 9.393, avep: 0.952, top5: 0.948, frac_mc: 0.920, top1: 0.970, mae: 2.484, loss: 9.393
                                                                      

ITERATION - loss: 8.74:   0%|          | 0/13 [00:14<00:01,  9.14it/s]
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ITERATION - loss: 5.41:  38%|███▊      | 5/13 [00:14<00:01,  5.56it/s]
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ITERATION - loss: 5.18:  77%|███████▋  | 10/13 [00:14<00:00,  8.52it/s]
ITERATION - loss: 8.61:  92%|█████████▏| 12/13 [00:14<00:00, 10.26it/s]
ITERATION - loss: 8.51: 100%|██████████| 13/13 [00:14<00:00, 10.26it/s]
                                                                       

Training Results - Epoch: 10 Metrics: mse: 7.755, avep: 0.940, top5: 0.934, frac_mc: 0.906, top1: 0.953, mae: 2.224, loss: 7.755

ITERATION - loss: 8.51:   0%|          | 0/13 [00:15<00:01, 10.26it/s]
                                                                      

Validation Results - Epoch: 10 Metrics: mse: 9.601, avep: 0.952, top5: 0.948, frac_mc: 0.920, top1: 0.970, mae: 2.493, loss: 9.601

ITERATION - loss: 8.51:   0%|          | 0/13 [00:15<00:01, 10.26it/s]
ITERATION - loss: 11.39:  15%|█▌        | 2/13 [00:15<00:02,  4.67it/s]
ITERATION - loss: 7.28:  38%|███▊      | 5/13 [00:16<00:01,  6.06it/s] 
ITERATION - loss: 5.39:  62%|██████▏   | 8/13 [00:16<00:00,  7.81it/s]
ITERATION - loss: 8.81:  85%|████████▍ | 11/13 [00:16<00:00,  9.55it/s]
ITERATION - loss: 5.25: 100%|██████████| 13/13 [00:16<00:00,  9.55it/s]
                                                                       

Training Results - Epoch: 11 Metrics: mse: 5.644, avep: 0.940, top5: 0.934, frac_mc: 0.908, top1: 0.953, mae: 1.862, loss: 5.644

ITERATION - loss: 5.25:   0%|          | 0/13 [00:17<00:01,  9.55it/s]
                                                                      

Validation Results - Epoch: 11 Metrics: mse: 7.374, avep: 0.952, top5: 0.946, frac_mc: 0.920, top1: 0.970, mae: 2.241, loss: 7.374

ITERATION - loss: 5.25:   0%|          | 0/13 [00:17<00:01,  9.55it/s]
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ITERATION - loss: 4.56:  38%|███▊      | 5/13 [00:17<00:01,  5.72it/s]
ITERATION - loss: 7.54:  62%|██████▏   | 8/13 [00:17<00:00,  7.40it/s]
ITERATION - loss: 6.50:  77%|███████▋  | 10/13 [00:17<00:00,  8.86it/s]
ITERATION - loss: 5.33:  92%|█████████▏| 12/13 [00:17<00:00, 10.50it/s]
ITERATION - loss: 5.35: 100%|██████████| 13/13 [00:17<00:00, 10.50it/s]
                                                                       

Training Results - Epoch: 12 Metrics: mse: 4.859, avep: 0.940, top5: 0.934, frac_mc: 0.907, top1: 0.955, mae: 1.804, loss: 4.859

ITERATION - loss: 5.35:   0%|          | 0/13 [00:18<00:01, 10.50it/s]
                                                                      

Validation Results - Epoch: 12 Metrics: mse: 6.347, avep: 0.951, top5: 0.944, frac_mc: 0.918, top1: 0.970, mae: 2.110, loss: 6.347

ITERATION - loss: 5.35:   0%|          | 0/13 [00:18<00:01, 10.50it/s]
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ITERATION - loss: 6.52:  38%|███▊      | 5/13 [00:19<00:01,  6.19it/s]
ITERATION - loss: 7.07:  54%|█████▍    | 7/13 [00:19<00:00,  7.69it/s]
ITERATION - loss: 5.60:  77%|███████▋  | 10/13 [00:19<00:00,  9.50it/s]
ITERATION - loss: 11.52: 100%|██████████| 13/13 [00:19<00:00, 11.45it/s]
ITERATION - loss: 11.52: 100%|██████████| 13/13 [00:19<00:00, 11.45it/s]
                                                                        

Training Results - Epoch: 13 Metrics: mse: 6.438, avep: 0.941, top5: 0.936, frac_mc: 0.907, top1: 0.953, mae: 1.954, loss: 6.438

ITERATION - loss: 11.52:   0%|          | 0/13 [00:20<00:01, 11.45it/s]
                                                                       

Validation Results - Epoch: 13 Metrics: mse: 8.420, avep: 0.951, top5: 0.946, frac_mc: 0.918, top1: 0.980, mae: 2.294, loss: 8.420

ITERATION - loss: 11.52:   0%|          | 0/13 [00:20<00:01, 11.45it/s]
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ITERATION - loss: 4.61:  54%|█████▍    | 7/13 [00:20<00:00,  7.83it/s]
ITERATION - loss: 6.00:  69%|██████▉   | 9/13 [00:20<00:00,  9.52it/s]
ITERATION - loss: 5.83:  92%|█████████▏| 12/13 [00:20<00:00, 11.48it/s]
ITERATION - loss: 4.55: 100%|██████████| 13/13 [00:20<00:00, 11.48it/s]
                                                                       

Training Results - Epoch: 14 Metrics: mse: 4.926, avep: 0.941, top5: 0.935, frac_mc: 0.906, top1: 0.955, mae: 1.793, loss: 4.926

ITERATION - loss: 4.55:   0%|          | 0/13 [00:21<00:01, 11.48it/s]
                                                                      

Validation Results - Epoch: 14 Metrics: mse: 6.316, avep: 0.952, top5: 0.944, frac_mc: 0.918, top1: 0.980, mae: 2.086, loss: 6.316

ITERATION - loss: 4.55:   0%|          | 0/13 [00:21<00:01, 11.48it/s]
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ITERATION - loss: 4.69:  38%|███▊      | 5/13 [00:21<00:01,  6.28it/s]
ITERATION - loss: 4.80:  54%|█████▍    | 7/13 [00:22<00:00,  7.74it/s]
ITERATION - loss: 4.11:  77%|███████▋  | 10/13 [00:22<00:00,  9.68it/s]
ITERATION - loss: 6.01: 100%|██████████| 13/13 [00:22<00:00, 11.93it/s]
ITERATION - loss: 6.01: 100%|██████████| 13/13 [00:22<00:00, 11.93it/s]
                                                                       

Training Results - Epoch: 15 Metrics: mse: 5.236, avep: 0.941, top5: 0.934, frac_mc: 0.907, top1: 0.958, mae: 1.835, loss: 5.236

ITERATION - loss: 6.01:   0%|          | 0/13 [00:23<00:01, 11.93it/s]
                                                                      

Validation Results - Epoch: 15 Metrics: mse: 6.775, avep: 0.952, top5: 0.944, frac_mc: 0.918, top1: 0.980, mae: 2.099, loss: 6.775

ITERATION - loss: 6.01:   0%|          | 0/13 [00:23<00:01, 11.93it/s]
ITERATION - loss: 4.92:  23%|██▎       | 3/13 [00:23<00:01,  6.30it/s]
ITERATION - loss: 5.66:  38%|███▊      | 5/13 [00:23<00:01,  7.71it/s]
ITERATION - loss: 8.67:  62%|██████▏   | 8/13 [00:23<00:00,  9.61it/s]
ITERATION - loss: 4.67:  85%|████████▍ | 11/13 [00:23<00:00, 11.63it/s]
ITERATION - loss: 4.54: 100%|██████████| 13/13 [00:23<00:00, 11.63it/s]
Training Results - Epoch: 16 Metrics: mse: 6.380, avep: 0.939, top5: 0.934, frac_mc: 0.905, top1: 0.958, mae: 2.046, loss: 6.380

                                                                       

ITERATION - loss: 4.54:   0%|          | 0/13 [00:24<00:01, 11.63it/s]
Validation Results - Epoch: 16 Metrics: mse: 7.084, avep: 0.950, top5: 0.944, frac_mc: 0.916, top1: 0.970, mae: 2.198, loss: 7.084

                                                                      

ITERATION - loss: 4.54:   0%|          | 0/13 [00:24<00:01, 11.63it/s]
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Training Results - Epoch: 17 Metrics: mse: 6.409, avep: 0.940, top5: 0.935, frac_mc: 0.908, top1: 0.953, mae: 1.962, loss: 6.409

ITERATION - loss: 5.10:   0%|          | 0/13 [00:26<00:01, 11.51it/s]
                                                                      

Validation Results - Epoch: 17 Metrics: mse: 8.055, avep: 0.951, top5: 0.944, frac_mc: 0.916, top1: 0.980, mae: 2.204, loss: 8.055

ITERATION - loss: 5.10:   0%|          | 0/13 [00:26<00:01, 11.51it/s]
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ITERATION - loss: 5.34:  54%|█████▍    | 7/13 [00:26<00:00,  9.16it/s]
ITERATION - loss: 5.43:  69%|██████▉   | 9/13 [00:26<00:00, 10.82it/s]
ITERATION - loss: 3.85:  85%|████████▍ | 11/13 [00:26<00:00, 12.30it/s]
ITERATION - loss: 7.83: 100%|██████████| 13/13 [00:26<00:00, 12.30it/s]
                                                                       

Training Results - Epoch: 18 Metrics: mse: 4.661, avep: 0.941, top5: 0.934, frac_mc: 0.907, top1: 0.960, mae: 1.755, loss: 4.661

ITERATION - loss: 7.83:   0%|          | 0/13 [00:27<00:01, 12.30it/s]
                                                                      

Validation Results - Epoch: 18 Metrics: mse: 6.005, avep: 0.951, top5: 0.944, frac_mc: 0.914, top1: 0.970, mae: 2.066, loss: 6.005

ITERATION - loss: 7.83:   0%|          | 0/13 [00:27<00:01, 12.30it/s]
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ITERATION - loss: 4.20:  38%|███▊      | 5/13 [00:27<00:01,  6.26it/s]
ITERATION - loss: 5.32:  62%|██████▏   | 8/13 [00:28<00:00,  7.89it/s]
ITERATION - loss: 3.98:  85%|████████▍ | 11/13 [00:28<00:00,  9.71it/s]
ITERATION - loss: 3.37: 100%|██████████| 13/13 [00:28<00:00,  9.71it/s]
                                                                       
Training Results - Epoch: 19 Metrics: mse: 4.542, avep: 0.940, top5: 0.934, frac_mc: 0.906, top1: 0.955, mae: 1.745, loss: 4.542


ITERATION - loss: 3.37:   0%|          | 0/13 [00:29<00:01,  9.71it/s]
                                                                      

Validation Results - Epoch: 19 Metrics: mse: 5.972, avep: 0.950, top5: 0.944, frac_mc: 0.914, top1: 0.970, mae: 2.052, loss: 5.972

ITERATION - loss: 3.37:   0%|          | 0/13 [00:29<00:01,  9.71it/s]
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ITERATION - loss: 4.82:  38%|███▊      | 5/13 [00:29<00:01,  5.60it/s]
ITERATION - loss: 5.31:  62%|██████▏   | 8/13 [00:29<00:00,  7.21it/s]
ITERATION - loss: 4.04:  85%|████████▍ | 11/13 [00:29<00:00,  8.87it/s]
ITERATION - loss: 7.66: 100%|██████████| 13/13 [00:29<00:00,  8.87it/s]
                                                                       

Training Results - Epoch: 20 Metrics: mse: 4.629, avep: 0.940, top5: 0.934, frac_mc: 0.907, top1: 0.953, mae: 1.720, loss: 4.629

ITERATION - loss: 7.66:   0%|          | 0/13 [00:30<00:01,  8.87it/s]
                                                                      

Validation Results - Epoch: 20 Metrics: mse: 6.159, avep: 0.950, top5: 0.944, frac_mc: 0.914, top1: 0.970, mae: 2.073, loss: 6.159

ITERATION - loss: 7.66:   0%|          | 0/13 [00:30<00:01,  8.87it/s]
ITERATION - loss: 3.93:  15%|█▌        | 2/13 [00:30<00:02,  4.18it/s]
ITERATION - loss: 6.11:  38%|███▊      | 5/13 [00:30<00:01,  5.48it/s]
ITERATION - loss: 4.02:  54%|█████▍    | 7/13 [00:31<00:00,  6.81it/s]
ITERATION - loss: 3.43:  77%|███████▋  | 10/13 [00:31<00:00,  8.48it/s]
ITERATION - loss: 4.81: 100%|██████████| 13/13 [00:31<00:00, 10.76it/s]
ITERATION - loss: 4.81: 100%|██████████| 13/13 [00:31<00:00, 10.76it/s]
                                                                       

Training Results - Epoch: 21 Metrics: mse: 4.631, avep: 0.940, top5: 0.933, frac_mc: 0.906, top1: 0.955, mae: 1.751, loss: 4.631

ITERATION - loss: 4.81:   0%|          | 0/13 [00:32<00:01, 10.76it/s]
                                                                      

Validation Results - Epoch: 21 Metrics: mse: 5.941, avep: 0.949, top5: 0.942, frac_mc: 0.914, top1: 0.970, mae: 2.058, loss: 5.941

ITERATION - loss: 4.81:   0%|          | 0/13 [00:32<00:01, 10.76it/s]
ITERATION - loss: 5.59:  23%|██▎       | 3/13 [00:32<00:01,  5.88it/s]
ITERATION - loss: 5.11:  38%|███▊      | 5/13 [00:32<00:01,  7.32it/s]
ITERATION - loss: 5.65:  54%|█████▍    | 7/13 [00:32<00:00,  8.77it/s]
ITERATION - loss: 9.62:  69%|██████▉   | 9/13 [00:32<00:00, 10.19it/s]
ITERATION - loss: 6.40:  92%|█████████▏| 12/13 [00:32<00:00, 11.79it/s]
ITERATION - loss: 8.48: 100%|██████████| 13/13 [00:32<00:00, 11.79it/s]
                                                                       

Training Results - Epoch: 22 Metrics: mse: 6.424, avep: 0.940, top5: 0.935, frac_mc: 0.907, top1: 0.953, mae: 1.939, loss: 6.424

ITERATION - loss: 8.48:   0%|          | 0/13 [00:33<00:01, 11.79it/s]
                                                                      

Validation Results - Epoch: 22 Metrics: mse: 8.074, avep: 0.948, top5: 0.942, frac_mc: 0.914, top1: 0.970, mae: 2.187, loss: 8.074

ITERATION - loss: 8.48:   0%|          | 0/13 [00:33<00:01, 11.79it/s]
ITERATION - loss: 5.27:  15%|█▌        | 2/13 [00:33<00:02,  4.68it/s]
ITERATION - loss: 6.99:  38%|███▊      | 5/13 [00:34<00:01,  6.08it/s]
ITERATION - loss: 4.49:  62%|██████▏   | 8/13 [00:34<00:00,  7.78it/s]
ITERATION - loss: 4.92:  85%|████████▍ | 11/13 [00:34<00:00,  9.76it/s]
ITERATION - loss: 7.39: 100%|██████████| 13/13 [00:34<00:00,  9.76it/s]
                                                                       

Training Results - Epoch: 23 Metrics: mse: 4.813, avep: 0.940, top5: 0.933, frac_mc: 0.906, top1: 0.958, mae: 1.807, loss: 4.813

ITERATION - loss: 7.39:   0%|          | 0/13 [00:35<00:01,  9.76it/s]
                                                                      

Validation Results - Epoch: 23 Metrics: mse: 5.979, avep: 0.950, top5: 0.944, frac_mc: 0.914, top1: 0.970, mae: 2.091, loss: 5.979

ITERATION - loss: 7.39:   0%|          | 0/13 [00:35<00:01,  9.76it/s]
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ITERATION - loss: 5.21:  38%|███▊      | 5/13 [00:35<00:01,  5.71it/s]
ITERATION - loss: 5.53:  62%|██████▏   | 8/13 [00:35<00:00,  7.33it/s]
ITERATION - loss: 3.70:  77%|███████▋  | 10/13 [00:35<00:00,  8.85it/s]
ITERATION - loss: 7.21: 100%|██████████| 13/13 [00:35<00:00, 11.02it/s]
ITERATION - loss: 7.21: 100%|██████████| 13/13 [00:35<00:00, 11.02it/s]
Training Results - Epoch: 24 Metrics: mse: 4.953, avep: 0.940, top5: 0.934, frac_mc: 0.907, top1: 0.953, mae: 1.731, loss: 4.953

                                                                       

ITERATION - loss: 7.21:   0%|          | 0/13 [00:36<00:01, 11.02it/s]
Validation Results - Epoch: 24 Metrics: mse: 6.609, avep: 0.950, top5: 0.944, frac_mc: 0.916, top1: 0.980, mae: 2.098, loss: 6.609

                                                                      

ITERATION - loss: 7.21:   0%|          | 0/13 [00:36<00:01, 11.02it/s]
ITERATION - loss: 6.21:  23%|██▎       | 3/13 [00:36<00:01,  6.08it/s]
ITERATION - loss: 4.60:  46%|████▌     | 6/13 [00:37<00:00,  7.79it/s]
ITERATION - loss: 3.69:  62%|██████▏   | 8/13 [00:37<00:00,  9.45it/s]
ITERATION - loss: 4.38:  85%|████████▍ | 11/13 [00:37<00:00, 11.51it/s]
ITERATION - loss: 3.96: 100%|██████████| 13/13 [00:37<00:00, 11.51it/s]
                                                                       

Training Results - Epoch: 25 Metrics: mse: 6.453, avep: 0.939, top5: 0.933, frac_mc: 0.905, top1: 0.955, mae: 1.974, loss: 6.453

ITERATION - loss: 3.96:   0%|          | 0/13 [00:38<00:01, 11.51it/s]
                                                                      

Validation Results - Epoch: 25 Metrics: mse: 7.582, avep: 0.950, top5: 0.944, frac_mc: 0.914, top1: 0.970, mae: 2.211, loss: 7.582

ITERATION - loss: 3.96:   0%|          | 0/13 [00:38<00:01, 11.51it/s]
ITERATION - loss: 6.66:  15%|█▌        | 2/13 [00:38<00:02,  4.55it/s]
ITERATION - loss: 4.65:  31%|███       | 4/13 [00:38<00:01,  5.86it/s]
ITERATION - loss: 5.58:  54%|█████▍    | 7/13 [00:38<00:00,  7.50it/s]
ITERATION - loss: 5.38:  77%|███████▋  | 10/13 [00:38<00:00,  9.53it/s]
ITERATION - loss: 5.50:  92%|█████████▏| 12/13 [00:38<00:00, 11.20it/s]
ITERATION - loss: 6.40: 100%|██████████| 13/13 [00:38<00:00, 11.20it/s]
Training Results - Epoch: 26 Metrics: mse: 4.882, avep: 0.940, top5: 0.935, frac_mc: 0.907, top1: 0.953, mae: 1.736, loss: 4.882

                                                                       

ITERATION - loss: 6.40:   0%|          | 0/13 [00:39<00:01, 11.20it/s]
                                                                      

Validation Results - Epoch: 26 Metrics: mse: 6.432, avep: 0.949, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.091, loss: 6.432

ITERATION - loss: 6.40:   0%|          | 0/13 [00:39<00:01, 11.20it/s]
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ITERATION - loss: 7.01:  31%|███       | 4/13 [00:39<00:01,  6.16it/s]
ITERATION - loss: 5.03:  54%|█████▍    | 7/13 [00:40<00:00,  7.52it/s]
ITERATION - loss: 3.87:  77%|███████▋  | 10/13 [00:40<00:00,  9.51it/s]
ITERATION - loss: 5.24: 100%|██████████| 13/13 [00:40<00:00, 11.74it/s]
ITERATION - loss: 5.24: 100%|██████████| 13/13 [00:40<00:00, 11.74it/s]
                                                                       

Training Results - Epoch: 27 Metrics: mse: 4.499, avep: 0.940, top5: 0.934, frac_mc: 0.906, top1: 0.953, mae: 1.739, loss: 4.499

ITERATION - loss: 5.24:   0%|          | 0/13 [00:41<00:01, 11.74it/s]
                                                                      

Validation Results - Epoch: 27 Metrics: mse: 5.861, avep: 0.950, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.051, loss: 5.861

ITERATION - loss: 5.24:   0%|          | 0/13 [00:41<00:01, 11.74it/s]
ITERATION - loss: 3.24:  23%|██▎       | 3/13 [00:41<00:01,  6.12it/s]
ITERATION - loss: 3.96:  38%|███▊      | 5/13 [00:41<00:01,  7.52it/s]
ITERATION - loss: 4.15:  54%|█████▍    | 7/13 [00:41<00:00,  9.10it/s]
ITERATION - loss: 5.27:  69%|██████▉   | 9/13 [00:41<00:00, 10.78it/s]
ITERATION - loss: 5.16:  92%|█████████▏| 12/13 [00:41<00:00, 12.87it/s]
ITERATION - loss: 5.16: 100%|██████████| 13/13 [00:41<00:00, 12.87it/s]
                                                                       

Training Results - Epoch: 28 Metrics: mse: 4.658, avep: 0.940, top5: 0.934, frac_mc: 0.907, top1: 0.953, mae: 1.754, loss: 4.658

ITERATION - loss: 5.16:   0%|          | 0/13 [00:42<00:01, 12.87it/s]
                                                                      

Validation Results - Epoch: 28 Metrics: mse: 6.110, avep: 0.950, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.047, loss: 6.110

ITERATION - loss: 5.16:   0%|          | 0/13 [00:42<00:01, 12.87it/s]
ITERATION - loss: 5.09:  15%|█▌        | 2/13 [00:42<00:02,  4.86it/s]
ITERATION - loss: 4.57:  38%|███▊      | 5/13 [00:43<00:01,  6.35it/s]
ITERATION - loss: 4.23:  62%|██████▏   | 8/13 [00:43<00:00,  8.01it/s]
ITERATION - loss: 4.92:  85%|████████▍ | 11/13 [00:43<00:00,  9.79it/s]
ITERATION - loss: 4.80: 100%|██████████| 13/13 [00:43<00:00,  9.79it/s]
                                                                       

Training Results - Epoch: 29 Metrics: mse: 4.461, avep: 0.940, top5: 0.933, frac_mc: 0.907, top1: 0.955, mae: 1.721, loss: 4.461

ITERATION - loss: 4.80:   0%|          | 0/13 [00:44<00:01,  9.79it/s]
Validation Results - Epoch: 29 Metrics: mse: 5.927, avep: 0.950, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.041, loss: 5.927

                                                                      

ITERATION - loss: 4.80:   0%|          | 0/13 [00:44<00:01,  9.79it/s]
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ITERATION - loss: 3.70:  31%|███       | 4/13 [00:44<00:01,  5.60it/s]
ITERATION - loss: 6.22:  54%|█████▍    | 7/13 [00:44<00:00,  7.24it/s]
ITERATION - loss: 4.29:  69%|██████▉   | 9/13 [00:44<00:00,  8.92it/s]
ITERATION - loss: 5.24:  85%|████████▍ | 11/13 [00:44<00:00, 10.37it/s]
ITERATION - loss: 4.21: 100%|██████████| 13/13 [00:44<00:00, 10.37it/s]
Training Results - Epoch: 30 Metrics: mse: 4.416, avep: 0.940, top5: 0.933, frac_mc: 0.906, top1: 0.955, mae: 1.699, loss: 4.416

                                                                       

ITERATION - loss: 4.21:   0%|          | 0/13 [00:45<00:01, 10.37it/s]
                                                                      

Validation Results - Epoch: 30 Metrics: mse: 5.908, avep: 0.950, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.046, loss: 5.908

ITERATION - loss: 4.21:   0%|          | 0/13 [00:45<00:01, 10.37it/s]
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ITERATION - loss: 4.89:  38%|███▊      | 5/13 [00:45<00:01,  5.95it/s]
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ITERATION - loss: 3.57:  69%|██████▉   | 9/13 [00:46<00:00,  9.12it/s]
ITERATION - loss: 6.89:  85%|████████▍ | 11/13 [00:46<00:00, 10.88it/s]
ITERATION - loss: 5.88: 100%|██████████| 13/13 [00:46<00:00, 10.88it/s]
                                                                       

Training Results - Epoch: 31 Metrics: mse: 4.540, avep: 0.940, top5: 0.934, frac_mc: 0.906, top1: 0.953, mae: 1.703, loss: 4.540

ITERATION - loss: 5.88:   0%|          | 0/13 [00:47<00:01, 10.88it/s]
                                                                      

Validation Results - Epoch: 31 Metrics: mse: 6.041, avep: 0.950, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.057, loss: 6.041

ITERATION - loss: 5.88:   0%|          | 0/13 [00:47<00:01, 10.88it/s]
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ITERATION - loss: 7.24:  31%|███       | 4/13 [00:47<00:01,  5.59it/s]
ITERATION - loss: 5.02:  54%|█████▍    | 7/13 [00:47<00:00,  7.10it/s]
ITERATION - loss: 5.59:  69%|██████▉   | 9/13 [00:47<00:00,  8.36it/s]
ITERATION - loss: 3.32:  85%|████████▍ | 11/13 [00:47<00:00, 10.07it/s]
ITERATION - loss: 3.02: 100%|██████████| 13/13 [00:47<00:00, 10.07it/s]
                                                                       

Training Results - Epoch: 32 Metrics: mse: 4.441, avep: 0.940, top5: 0.934, frac_mc: 0.907, top1: 0.953, mae: 1.719, loss: 4.441

ITERATION - loss: 3.02:   0%|          | 0/13 [00:48<00:01, 10.07it/s]
                                                                      

Validation Results - Epoch: 32 Metrics: mse: 5.873, avep: 0.950, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.034, loss: 5.873

ITERATION - loss: 3.02:   0%|          | 0/13 [00:48<00:01, 10.07it/s]
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ITERATION - loss: 4.60:  69%|██████▉   | 9/13 [00:49<00:00,  8.81it/s]
ITERATION - loss: 5.07:  85%|████████▍ | 11/13 [00:49<00:00, 10.11it/s]
ITERATION - loss: 3.32: 100%|██████████| 13/13 [00:49<00:00, 10.11it/s]
                                                                       

Training Results - Epoch: 33 Metrics: mse: 4.755, avep: 0.940, top5: 0.935, frac_mc: 0.906, top1: 0.953, mae: 1.745, loss: 4.755

ITERATION - loss: 3.32:   0%|          | 0/13 [00:50<00:01, 10.11it/s]
                                                                      

Validation Results - Epoch: 33 Metrics: mse: 6.291, avep: 0.950, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.057, loss: 6.291

ITERATION - loss: 3.32:   0%|          | 0/13 [00:50<00:01, 10.11it/s]
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ITERATION - loss: 5.30:  38%|███▊      | 5/13 [00:50<00:01,  5.85it/s]
ITERATION - loss: 4.08:  62%|██████▏   | 8/13 [00:50<00:00,  7.44it/s]
ITERATION - loss: 3.68:  85%|████████▍ | 11/13 [00:50<00:00,  9.24it/s]
ITERATION - loss: 4.36: 100%|██████████| 13/13 [00:51<00:00,  9.24it/s]
                                                                       

Training Results - Epoch: 34 Metrics: mse: 4.375, avep: 0.940, top5: 0.934, frac_mc: 0.907, top1: 0.953, mae: 1.701, loss: 4.375

ITERATION - loss: 4.36:   0%|          | 0/13 [00:51<00:01,  9.24it/s]
                                                                      

Validation Results - Epoch: 34 Metrics: mse: 5.845, avep: 0.951, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.034, loss: 5.845

ITERATION - loss: 4.36:   0%|          | 0/13 [00:51<00:01,  9.24it/s]
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ITERATION - loss: 4.76:  31%|███       | 4/13 [00:52<00:01,  5.40it/s]
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ITERATION - loss: 3.19:  77%|███████▋  | 10/13 [00:52<00:00,  8.60it/s]
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ITERATION - loss: 3.50: 100%|██████████| 13/13 [00:52<00:00, 10.86it/s]
                                                                       

Training Results - Epoch: 35 Metrics: mse: 4.342, avep: 0.940, top5: 0.933, frac_mc: 0.907, top1: 0.955, mae: 1.705, loss: 4.342

ITERATION - loss: 3.50:   0%|          | 0/13 [00:53<00:01, 10.86it/s]
                                                                      
Validation Results - Epoch: 35 Metrics: mse: 5.763, avep: 0.951, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.027, loss: 5.763

ITERATION - loss: 3.50:   0%|          | 0/13 [00:53<00:01, 10.86it/s]
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ITERATION - loss: 5.14:  38%|███▊      | 5/13 [00:53<00:01,  7.53it/s]
ITERATION - loss: 3.95:  54%|█████▍    | 7/13 [00:53<00:00,  8.94it/s]
ITERATION - loss: 4.70:  69%|██████▉   | 9/13 [00:53<00:00, 10.67it/s]
ITERATION - loss: 4.58:  92%|█████████▏| 12/13 [00:54<00:00, 12.62it/s]
ITERATION - loss: 3.71: 100%|██████████| 13/13 [00:54<00:00, 12.62it/s]
Training Results - Epoch: 36 Metrics: mse: 4.364, avep: 0.940, top5: 0.933, frac_mc: 0.906, top1: 0.955, mae: 1.712, loss: 4.364

                                                                       

ITERATION - loss: 3.71:   0%|          | 0/13 [00:54<00:01, 12.62it/s]
Validation Results - Epoch: 36 Metrics: mse: 5.698, avep: 0.950, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.018, loss: 5.698

                                                                      

ITERATION - loss: 3.71:   0%|          | 0/13 [00:54<00:01, 12.62it/s]
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ITERATION - loss: 4.75: 100%|██████████| 13/13 [00:55<00:00, 11.34it/s]
                                                                       

Training Results - Epoch: 37 Metrics: mse: 4.418, avep: 0.940, top5: 0.933, frac_mc: 0.907, top1: 0.955, mae: 1.706, loss: 4.418

ITERATION - loss: 4.75:   0%|          | 0/13 [00:56<00:01, 11.34it/s]
                                                                      

Validation Results - Epoch: 37 Metrics: mse: 5.925, avep: 0.950, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.032, loss: 5.925

ITERATION - loss: 4.75:   0%|          | 0/13 [00:56<00:01, 11.34it/s]
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ITERATION - loss: 5.30:  31%|███       | 4/13 [00:56<00:01,  6.11it/s]
ITERATION - loss: 5.02:  46%|████▌     | 6/13 [00:56<00:00,  7.54it/s]
ITERATION - loss: 3.88:  62%|██████▏   | 8/13 [00:56<00:00,  9.26it/s]
ITERATION - loss: 3.97:  85%|████████▍ | 11/13 [00:57<00:00, 11.24it/s]
ITERATION - loss: 4.68: 100%|██████████| 13/13 [00:57<00:00, 12.63it/s]
ITERATION - loss: 4.68: 100%|██████████| 13/13 [00:57<00:00, 12.63it/s]
Training Results - Epoch: 38 Metrics: mse: 4.604, avep: 0.939, top5: 0.933, frac_mc: 0.905, top1: 0.955, mae: 1.741, loss: 4.604

                                                                       

ITERATION - loss: 4.68:   0%|          | 0/13 [00:57<00:01, 12.63it/s]
                                                                      

Validation Results - Epoch: 38 Metrics: mse: 5.765, avep: 0.950, top5: 0.942, frac_mc: 0.916, top1: 0.970, mae: 2.018, loss: 5.765

ITERATION - loss: 4.68:   0%|          | 0/13 [00:57<00:01, 12.63it/s]
ITERATION - loss: 3.92:  15%|█▌        | 2/13 [00:58<00:02,  4.95it/s]
ITERATION - loss: 4.36:  38%|███▊      | 5/13 [00:58<00:01,  6.44it/s]
ITERATION - loss: 4.75:  62%|██████▏   | 8/13 [00:58<00:00,  8.16it/s]
ITERATION - loss: 5.86:  77%|███████▋  | 10/13 [00:58<00:00,  9.64it/s]
ITERATION - loss: 4.35: 100%|██████████| 13/13 [00:58<00:00, 11.92it/s]
ITERATION - loss: 4.35: 100%|██████████| 13/13 [00:58<00:00, 11.92it/s]
                                                                       

Training Results - Epoch: 39 Metrics: mse: 4.363, avep: 0.940, top5: 0.933, frac_mc: 0.907, top1: 0.955, mae: 1.687, loss: 4.363

ITERATION - loss: 4.35:   0%|          | 0/13 [00:59<00:01, 11.92it/s]
Validation Results - Epoch: 39 Metrics: mse: 5.895, avep: 0.950, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.034, loss: 5.895

                                                                      

ITERATION - loss: 4.35:   0%|          | 0/13 [00:59<00:01, 11.92it/s]
ITERATION - loss: 3.56:  23%|██▎       | 3/13 [00:59<00:01,  6.15it/s]
ITERATION - loss: 5.05:  46%|████▌     | 6/13 [00:59<00:00,  7.81it/s]
ITERATION - loss: 3.75:  69%|██████▉   | 9/13 [00:59<00:00,  9.73it/s]
ITERATION - loss: 6.41:  85%|████████▍ | 11/13 [01:00<00:00, 11.20it/s]
ITERATION - loss: 3.29: 100%|██████████| 13/13 [01:00<00:00, 12.62it/s]
ITERATION - loss: 3.29: 100%|██████████| 13/13 [01:00<00:00, 12.62it/s]
                                                                       

Training Results - Epoch: 40 Metrics: mse: 4.339, avep: 0.940, top5: 0.933, frac_mc: 0.906, top1: 0.955, mae: 1.710, loss: 4.339

ITERATION - loss: 3.29:   0%|          | 0/13 [01:00<00:01, 12.62it/s]
                                                                      

Validation Results - Epoch: 40 Metrics: mse: 5.629, avep: 0.950, top5: 0.942, frac_mc: 0.916, top1: 0.970, mae: 2.006, loss: 5.629

ITERATION - loss: 3.29:   0%|          | 0/13 [01:01<00:01, 12.62it/s]
ITERATION - loss: 4.33:  15%|█▌        | 2/13 [01:01<00:02,  4.99it/s]
ITERATION - loss: 5.52:  31%|███       | 4/13 [01:01<00:01,  6.40it/s]
ITERATION - loss: 5.36:  54%|█████▍    | 7/13 [01:01<00:00,  8.14it/s]
ITERATION - loss: 4.05:  69%|██████▉   | 9/13 [01:01<00:00,  9.75it/s]
ITERATION - loss: 3.63:  92%|█████████▏| 12/13 [01:01<00:00, 11.81it/s]
ITERATION - loss: 3.66: 100%|██████████| 13/13 [01:01<00:00, 11.81it/s]
Training Results - Epoch: 41 Metrics: mse: 4.501, avep: 0.940, top5: 0.933, frac_mc: 0.907, top1: 0.955, mae: 1.724, loss: 4.501

                                                                       

ITERATION - loss: 3.66:   0%|          | 0/13 [01:02<00:01, 11.81it/s]
Validation Results - Epoch: 41 Metrics: mse: 5.998, avep: 0.951, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.035, loss: 5.998

                                                                      

ITERATION - loss: 3.66:   0%|          | 0/13 [01:02<00:01, 11.81it/s]
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ITERATION - loss: 4.23:  31%|███       | 4/13 [01:02<00:01,  6.06it/s]
ITERATION - loss: 5.68:  46%|████▌     | 6/13 [01:02<00:00,  7.54it/s]
ITERATION - loss: 4.51:  69%|██████▉   | 9/13 [01:03<00:00,  9.24it/s]
ITERATION - loss: 4.27:  92%|█████████▏| 12/13 [01:03<00:00, 11.02it/s]
ITERATION - loss: 3.17: 100%|██████████| 13/13 [01:03<00:00, 11.02it/s]
                                                                       

Training Results - Epoch: 42 Metrics: mse: 4.317, avep: 0.940, top5: 0.933, frac_mc: 0.906, top1: 0.955, mae: 1.701, loss: 4.317

ITERATION - loss: 3.17:   0%|          | 0/13 [01:03<00:01, 11.02it/s]
                                                                      

Validation Results - Epoch: 42 Metrics: mse: 5.714, avep: 0.950, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.016, loss: 5.714

ITERATION - loss: 3.17:   0%|          | 0/13 [01:04<00:01, 11.02it/s]
ITERATION - loss: 2.54:  15%|█▌        | 2/13 [01:04<00:02,  4.73it/s]
ITERATION - loss: 4.69:  38%|███▊      | 5/13 [01:04<00:01,  6.22it/s]
ITERATION - loss: 3.66:  54%|█████▍    | 7/13 [01:04<00:00,  7.82it/s]
ITERATION - loss: 3.99:  69%|██████▉   | 9/13 [01:04<00:00,  9.06it/s]
ITERATION - loss: 4.29:  92%|█████████▏| 12/13 [01:04<00:00, 11.11it/s]
ITERATION - loss: 3.35: 100%|██████████| 13/13 [01:04<00:00, 11.11it/s]
                                                                       

Training Results - Epoch: 43 Metrics: mse: 4.327, avep: 0.940, top5: 0.933, frac_mc: 0.907, top1: 0.955, mae: 1.692, loss: 4.327

ITERATION - loss: 3.35:   0%|          | 0/13 [01:05<00:01, 11.11it/s]
                                                                      

Validation Results - Epoch: 43 Metrics: mse: 5.811, avep: 0.951, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.026, loss: 5.811

ITERATION - loss: 3.35:   0%|          | 0/13 [01:05<00:01, 11.11it/s]
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ITERATION - loss: 4.14:  38%|███▊      | 5/13 [01:05<00:01,  6.25it/s]
ITERATION - loss: 4.01:  54%|█████▍    | 7/13 [01:05<00:00,  7.78it/s]
ITERATION - loss: 3.91:  77%|███████▋  | 10/13 [01:05<00:00,  9.65it/s]
ITERATION - loss: 3.02: 100%|██████████| 13/13 [01:06<00:00, 11.77it/s]
ITERATION - loss: 3.02: 100%|██████████| 13/13 [01:06<00:00, 11.77it/s]
                                                                       

Training Results - Epoch: 44 Metrics: mse: 4.316, avep: 0.940, top5: 0.933, frac_mc: 0.907, top1: 0.955, mae: 1.689, loss: 4.316

ITERATION - loss: 3.02:   0%|          | 0/13 [01:06<00:01, 11.77it/s]
                                                                      

Validation Results - Epoch: 44 Metrics: mse: 5.778, avep: 0.951, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.025, loss: 5.778

ITERATION - loss: 3.02:   0%|          | 0/13 [01:06<00:01, 11.77it/s]
ITERATION - loss: 4.02:  23%|██▎       | 3/13 [01:07<00:01,  6.37it/s]
ITERATION - loss: 5.45:  38%|███▊      | 5/13 [01:07<00:01,  7.96it/s]
ITERATION - loss: 3.50:  62%|██████▏   | 8/13 [01:07<00:00,  9.79it/s]
ITERATION - loss: 4.60:  77%|███████▋  | 10/13 [01:07<00:00, 11.22it/s]
ITERATION - loss: 5.32: 100%|██████████| 13/13 [01:07<00:00, 13.49it/s]
ITERATION - loss: 5.32: 100%|██████████| 13/13 [01:07<00:00, 13.49it/s]
                                                                       

Training Results - Epoch: 45 Metrics: mse: 4.322, avep: 0.940, top5: 0.933, frac_mc: 0.907, top1: 0.955, mae: 1.704, loss: 4.322

ITERATION - loss: 5.32:   0%|          | 0/13 [01:08<00:00, 13.49it/s]
                                                                      
Validation Results - Epoch: 45 Metrics: mse: 5.728, avep: 0.951, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.015, loss: 5.728


ITERATION - loss: 5.32:   0%|          | 0/13 [01:08<00:00, 13.49it/s]
ITERATION - loss: 3.94:  15%|█▌        | 2/13 [01:08<00:02,  5.00it/s]
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ITERATION - loss: 4.31:  54%|█████▍    | 7/13 [01:08<00:00,  8.10it/s]
ITERATION - loss: 4.26:  77%|███████▋  | 10/13 [01:08<00:00,  9.98it/s]
ITERATION - loss: 4.36: 100%|██████████| 13/13 [01:09<00:00, 12.44it/s]
ITERATION - loss: 4.36: 100%|██████████| 13/13 [01:09<00:00, 12.44it/s]
                                                                       
Training Results - Epoch: 46 Metrics: mse: 4.347, avep: 0.940, top5: 0.933, frac_mc: 0.906, top1: 0.955, mae: 1.700, loss: 4.347

ITERATION - loss: 4.36:   0%|          | 0/13 [01:09<00:01, 12.44it/s]

                                                                      

Validation Results - Epoch: 46 Metrics: mse: 5.674, avep: 0.950, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.009, loss: 5.674

ITERATION - loss: 4.36:   0%|          | 0/13 [01:09<00:01, 12.44it/s]
ITERATION - loss: 3.80:  23%|██▎       | 3/13 [01:10<00:01,  6.40it/s]
ITERATION - loss: 6.05:  38%|███▊      | 5/13 [01:10<00:01,  7.68it/s]
ITERATION - loss: 4.46:  54%|█████▍    | 7/13 [01:10<00:00,  9.26it/s]
ITERATION - loss: 4.75:  69%|██████▉   | 9/13 [01:10<00:00, 10.88it/s]
ITERATION - loss: 4.43:  85%|████████▍ | 11/13 [01:10<00:00, 12.42it/s]
ITERATION - loss: 3.39: 100%|██████████| 13/13 [01:10<00:00, 12.42it/s]
Training Results - Epoch: 47 Metrics: mse: 4.312, avep: 0.940, top5: 0.933, frac_mc: 0.906, top1: 0.955, mae: 1.697, loss: 4.312

                                                                       

ITERATION - loss: 3.39:   0%|          | 0/13 [01:11<00:01, 12.42it/s]
Validation Results - Epoch: 47 Metrics: mse: 5.675, avep: 0.950, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.009, loss: 5.675

                                                                      

ITERATION - loss: 3.39:   0%|          | 0/13 [01:11<00:01, 12.42it/s]
ITERATION - loss: 4.30:  15%|█▌        | 2/13 [01:11<00:02,  4.82it/s]
ITERATION - loss: 3.69:  38%|███▊      | 5/13 [01:11<00:01,  6.34it/s]
ITERATION - loss: 4.47:  62%|██████▏   | 8/13 [01:11<00:00,  7.93it/s]
ITERATION - loss: 5.49:  85%|████████▍ | 11/13 [01:11<00:00,  9.71it/s]
ITERATION - loss: 3.68: 100%|██████████| 13/13 [01:12<00:00,  9.71it/s]
Training Results - Epoch: 48 Metrics: mse: 4.308, avep: 0.940, top5: 0.933, frac_mc: 0.907, top1: 0.955, mae: 1.694, loss: 4.308

                                                                       

ITERATION - loss: 3.68:   0%|          | 0/13 [01:12<00:01,  9.71it/s]
Validation Results - Epoch: 48 Metrics: mse: 5.744, avep: 0.950, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.016, loss: 5.744

                                                                      

ITERATION - loss: 3.68:   0%|          | 0/13 [01:12<00:01,  9.71it/s]
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ITERATION - loss: 4.83:  54%|█████▍    | 7/13 [01:13<00:00,  7.24it/s]
ITERATION - loss: 4.64:  77%|███████▋  | 10/13 [01:13<00:00,  9.00it/s]
ITERATION - loss: 3.89:  92%|█████████▏| 12/13 [01:13<00:00, 10.53it/s]
ITERATION - loss: 4.58: 100%|██████████| 13/13 [01:13<00:00, 10.53it/s]
                                                                       

Training Results - Epoch: 49 Metrics: mse: 4.304, avep: 0.940, top5: 0.933, frac_mc: 0.907, top1: 0.955, mae: 1.695, loss: 4.304

ITERATION - loss: 4.58:   0%|          | 0/13 [01:14<00:01, 10.53it/s]
                                                                      

Validation Results - Epoch: 49 Metrics: mse: 5.729, avep: 0.950, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.014, loss: 5.729

ITERATION - loss: 4.58:   0%|          | 0/13 [01:14<00:01, 10.53it/s]
ITERATION - loss: 3.96:  15%|█▌        | 2/13 [01:14<00:02,  4.59it/s]
ITERATION - loss: 4.13:  38%|███▊      | 5/13 [01:14<00:01,  6.06it/s]
ITERATION - loss: 4.60:  62%|██████▏   | 8/13 [01:14<00:00,  7.74it/s]
ITERATION - loss: 5.41:  77%|███████▋  | 10/13 [01:14<00:00,  9.33it/s]
ITERATION - loss: 3.84: 100%|██████████| 13/13 [01:15<00:00, 11.57it/s]
ITERATION - loss: 3.84: 100%|██████████| 13/13 [01:15<00:00, 11.57it/s]
Training Results - Epoch: 50 Metrics: mse: 4.300, avep: 0.940, top5: 0.933, frac_mc: 0.907, top1: 0.955, mae: 1.693, loss: 4.300

                                                                       

ITERATION - loss: 3.84:   0%|          | 0/13 [01:15<00:01, 11.57it/s]
Validation Results - Epoch: 50 Metrics: mse: 5.719, avep: 0.950, top5: 0.942, frac_mc: 0.917, top1: 0.970, mae: 2.015, loss: 5.719

                                                                      

ITERATION - loss: 3.84:   0%|          | 0/13 [01:15<00:01, 11.57it/s]
                                                                      
mse: 5.719
avep: 0.950
top5: 0.942
frac_mc: 0.917
top1: 0.970
mae: 2.015
loss: 5.719
