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May 18th, 2022
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  1. Downloading: "https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-hrnet/hrnetv2_w18-8cb57bb9.pth" to /root/.cache/torch/hub/checkpoints/hrnetv2_w18-8cb57bb9.pth
  2. /opt/conda/lib/python3.7/site-packages/pytorch_lightning/trainer/connectors/callback_connector.py:148: LightningDeprecationWarning: Setting `Trainer(checkpoint_callback=<pytorch_lightning.callbacks.model_checkpoint.ModelCheckpoint object at 0x7feb629f8110>)` is deprecated in v1.5 and will be removed in v1.7. Please consider using `Trainer(enable_checkpointing=<pytorch_lightning.callbacks.model_checkpoint.ModelCheckpoint object at 0x7feb629f8110>)`.
  3.   f"Setting `Trainer(checkpoint_callback={checkpoint_callback})` is deprecated in v1.5 and will "
  4. data ready
  5. Validation sanity check: 0it [00:00, ?it/s]/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py:481: UserWarning: This DataLoader will create 4 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.
  6.   cpuset_checked))
  7. Validation sanity check: 100%|████████████████████| 2/2 [00:20<00:00,  8.48s/it]
  8. Final Computed Validation Metrics: {'val_loss': tensor(2.7598, device='cuda:0'), 'val_acc': tensor(0.7918, device='cuda:0'), 'step': 0}
  9. Epoch 0:  90%|███████▏| 140/156 [09:45<01:06,  4.18s/it, loss=0.121, v_num=tage]
  10. Validating: 0it [00:00, ?it/s]
  11. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  12. Epoch 0:  91%|███████▎| 142/156 [09:57<00:58,  4.21s/it, loss=0.121, v_num=tage]
  13. Epoch 0:  92%|███████▎| 143/156 [09:58<00:54,  4.18s/it, loss=0.121, v_num=tage]
  14. Epoch 0:  92%|███████▍| 144/156 [09:58<00:49,  4.16s/it, loss=0.121, v_num=tage]
  15. Epoch 0:  93%|███████▍| 145/156 [10:09<00:46,  4.20s/it, loss=0.121, v_num=tage]
  16. Epoch 0:  94%|███████▍| 146/156 [10:09<00:41,  4.18s/it, loss=0.121, v_num=tage]
  17. Epoch 0:  94%|███████▌| 147/156 [10:09<00:37,  4.15s/it, loss=0.121, v_num=tage]
  18. Epoch 0:  95%|███████▌| 148/156 [10:10<00:32,  4.12s/it, loss=0.121, v_num=tage]
  19. Epoch 0:  96%|███████▋| 149/156 [10:21<00:29,  4.17s/it, loss=0.121, v_num=tage]
  20. Epoch 0:  96%|███████▋| 150/156 [10:21<00:24,  4.15s/it, loss=0.121, v_num=tage]
  21. Epoch 0:  97%|███████▋| 151/156 [10:22<00:20,  4.12s/it, loss=0.121, v_num=tage]
  22. Epoch 0:  97%|███████▊| 152/156 [10:22<00:16,  4.10s/it, loss=0.121, v_num=tage]
  23. Epoch 0:  98%|███████▊| 153/156 [10:29<00:12,  4.12s/it, loss=0.121, v_num=tage]
  24. Epoch 0:  99%|███████▉| 154/156 [10:29<00:08,  4.09s/it, loss=0.121, v_num=tage]
  25. Epoch 0:  99%|███████▉| 155/156 [10:30<00:04,  4.07s/it, loss=0.121, v_num=tage]
  26. Epoch 0: 100%|████████| 156/156 [10:30<00:00,  4.04s/it, loss=0.121, v_num=tage]
  27. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.16s/it]
  28. Final Computed Validation Metrics: {'val_loss': tensor(0.1150, device='cuda:0'), 'val_acc': tensor(0.9856, device='cuda:0'), 'step': 0}
  29. Epoch 0: 100%|████████| 156/156 [10:31<00:00,  4.05s/it, loss=0.121, v_num=tage]
  30. Epoch 1:  90%|███████▏| 140/156 [09:33<01:05,  4.10s/it, loss=0.103, v_num=tage]
  31. Validating: 0it [00:00, ?it/s]
  32. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  33. Epoch 1:  91%|███████▎| 142/156 [09:46<00:57,  4.13s/it, loss=0.103, v_num=tage]
  34. Epoch 1:  92%|███████▎| 143/156 [09:46<00:53,  4.10s/it, loss=0.103, v_num=tage]
  35. Epoch 1:  92%|███████▍| 144/156 [09:47<00:48,  4.08s/it, loss=0.103, v_num=tage]
  36. Epoch 1:  93%|███████▍| 145/156 [09:57<00:45,  4.12s/it, loss=0.103, v_num=tage]
  37. Epoch 1:  94%|███████▍| 146/156 [09:58<00:40,  4.10s/it, loss=0.103, v_num=tage]
  38. Epoch 1:  94%|███████▌| 147/156 [09:58<00:36,  4.07s/it, loss=0.103, v_num=tage]
  39. Epoch 1:  95%|███████▌| 148/156 [09:58<00:32,  4.05s/it, loss=0.103, v_num=tage]
  40. Epoch 1:  96%|███████▋| 149/156 [10:09<00:28,  4.09s/it, loss=0.103, v_num=tage]
  41. Epoch 1:  96%|███████▋| 150/156 [10:10<00:24,  4.07s/it, loss=0.103, v_num=tage]
  42. Epoch 1:  97%|███████▋| 151/156 [10:10<00:20,  4.04s/it, loss=0.103, v_num=tage]
  43. Epoch 1:  97%|███████▊| 152/156 [10:10<00:16,  4.02s/it, loss=0.103, v_num=tage]
  44. Epoch 1:  98%|███████▊| 153/156 [10:18<00:12,  4.04s/it, loss=0.103, v_num=tage]
  45. Epoch 1:  99%|███████▉| 154/156 [10:18<00:08,  4.02s/it, loss=0.103, v_num=tage]
  46. Epoch 1:  99%|███████▉| 155/156 [10:18<00:03,  3.99s/it, loss=0.103, v_num=tage]
  47. Epoch 1: 100%|████████| 156/156 [10:19<00:00,  3.97s/it, loss=0.103, v_num=tage]
  48. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.03s/it]
  49. Final Computed Validation Metrics: {'val_loss': tensor(0.1046, device='cuda:0'), 'val_acc': tensor(0.9871, device='cuda:0'), 'step': 1}
  50. Epoch 1: 100%|████████| 156/156 [10:19<00:00,  3.97s/it, loss=0.103, v_num=tage]
  51. Epoch 2:  90%|███████▏| 140/156 [09:29<01:05,  4.07s/it, loss=0.103, v_num=tage]
  52. Validating: 0it [00:00, ?it/s]
  53. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  54. Epoch 2:  91%|███████▎| 142/156 [09:41<00:57,  4.10s/it, loss=0.103, v_num=tage]
  55. Epoch 2:  92%|███████▎| 143/156 [09:42<00:52,  4.07s/it, loss=0.103, v_num=tage]
  56. Epoch 2:  92%|███████▍| 144/156 [09:42<00:48,  4.05s/it, loss=0.103, v_num=tage]
  57. Epoch 2:  93%|███████▍| 145/156 [09:53<00:44,  4.09s/it, loss=0.103, v_num=tage]
  58. Epoch 2:  94%|███████▍| 146/156 [09:53<00:40,  4.07s/it, loss=0.103, v_num=tage]
  59. Epoch 2:  94%|███████▌| 147/156 [09:53<00:36,  4.04s/it, loss=0.103, v_num=tage]
  60. Epoch 2:  95%|███████▌| 148/156 [09:54<00:32,  4.02s/it, loss=0.103, v_num=tage]
  61. Epoch 2:  96%|███████▋| 149/156 [10:04<00:28,  4.06s/it, loss=0.103, v_num=tage]
  62. Epoch 2:  96%|███████▋| 150/156 [10:04<00:24,  4.03s/it, loss=0.103, v_num=tage]
  63. Epoch 2:  97%|███████▋| 151/156 [10:05<00:20,  4.01s/it, loss=0.103, v_num=tage]
  64. Epoch 2:  97%|███████▊| 152/156 [10:05<00:15,  3.98s/it, loss=0.103, v_num=tage]
  65. Epoch 2:  98%|███████▊| 153/156 [10:14<00:12,  4.02s/it, loss=0.103, v_num=tage]
  66. Epoch 2:  99%|███████▉| 154/156 [10:14<00:07,  3.99s/it, loss=0.103, v_num=tage]
  67. Epoch 2:  99%|███████▉| 155/156 [10:14<00:03,  3.97s/it, loss=0.103, v_num=tage]
  68. Epoch 2: 100%|████████| 156/156 [10:15<00:00,  3.94s/it, loss=0.103, v_num=tage]
  69. Validating: 100%|███████████████████████████████| 16/16 [00:46<00:00,  1.11s/it]
  70. Final Computed Validation Metrics: {'val_loss': tensor(0.0913, device='cuda:0'), 'val_acc': tensor(0.9886, device='cuda:0'), 'step': 2}
  71. Epoch 2: 100%|████████| 156/156 [10:15<00:00,  3.94s/it, loss=0.103, v_num=tage]
  72. Epoch 3:  90%|███████▏| 140/156 [09:27<01:04,  4.05s/it, loss=0.093, v_num=tage]
  73. Validating: 0it [00:00, ?it/s]
  74. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  75. Epoch 3:  91%|███████▎| 142/156 [09:39<00:57,  4.08s/it, loss=0.093, v_num=tage]
  76. Epoch 3:  92%|███████▎| 143/156 [09:39<00:52,  4.06s/it, loss=0.093, v_num=tage]
  77. Epoch 3:  92%|███████▍| 144/156 [09:40<00:48,  4.03s/it, loss=0.093, v_num=tage]
  78. Epoch 3:  93%|███████▍| 145/156 [09:51<00:44,  4.08s/it, loss=0.093, v_num=tage]
  79. Epoch 3:  94%|███████▍| 146/156 [09:52<00:40,  4.06s/it, loss=0.093, v_num=tage]
  80. Epoch 3:  94%|███████▌| 147/156 [09:52<00:36,  4.03s/it, loss=0.093, v_num=tage]
  81. Epoch 3:  95%|███████▌| 148/156 [09:53<00:32,  4.01s/it, loss=0.093, v_num=tage]
  82. Epoch 3:  96%|███████▋| 149/156 [10:03<00:28,  4.05s/it, loss=0.093, v_num=tage]
  83. Epoch 3:  96%|███████▋| 150/156 [10:03<00:24,  4.02s/it, loss=0.093, v_num=tage]
  84. Epoch 3:  97%|███████▋| 151/156 [10:03<00:19,  4.00s/it, loss=0.093, v_num=tage]
  85. Epoch 3:  97%|███████▊| 152/156 [10:04<00:15,  3.97s/it, loss=0.093, v_num=tage]
  86. Epoch 3:  98%|███████▊| 153/156 [10:11<00:11,  4.00s/it, loss=0.093, v_num=tage]
  87. Epoch 3:  99%|███████▉| 154/156 [10:12<00:07,  3.97s/it, loss=0.093, v_num=tage]
  88. Epoch 3:  99%|███████▉| 155/156 [10:12<00:03,  3.95s/it, loss=0.093, v_num=tage]
  89. Epoch 3: 100%|████████| 156/156 [10:12<00:00,  3.93s/it, loss=0.093, v_num=tage]
  90. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.03s/it]
  91. Final Computed Validation Metrics: {'val_loss': tensor(0.1058, device='cuda:0'), 'val_acc': tensor(0.9872, device='cuda:0'), 'step': 3}
  92. Epoch 3: 100%|████████| 156/156 [10:12<00:00,  3.93s/it, loss=0.093, v_num=tage]
  93. Epoch 4:  90%|██████▎| 140/156 [09:29<01:05,  4.07s/it, loss=0.0853, v_num=tage]
  94. Validating: 0it [00:00, ?it/s]
  95. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  96. Epoch 4:  91%|██████▎| 142/156 [09:41<00:57,  4.10s/it, loss=0.0853, v_num=tage]
  97. Epoch 4:  92%|██████▍| 143/156 [09:42<00:52,  4.07s/it, loss=0.0853, v_num=tage]
  98. Epoch 4:  92%|██████▍| 144/156 [09:42<00:48,  4.04s/it, loss=0.0853, v_num=tage]
  99. Epoch 4:  93%|██████▌| 145/156 [09:52<00:44,  4.08s/it, loss=0.0853, v_num=tage]
  100. Epoch 4:  94%|██████▌| 146/156 [09:53<00:40,  4.07s/it, loss=0.0853, v_num=tage]
  101. Epoch 4:  94%|██████▌| 147/156 [09:53<00:36,  4.04s/it, loss=0.0853, v_num=tage]
  102. Epoch 4:  95%|██████▋| 148/156 [09:54<00:32,  4.02s/it, loss=0.0853, v_num=tage]
  103. Epoch 4:  96%|██████▋| 149/156 [10:03<00:28,  4.05s/it, loss=0.0853, v_num=tage]
  104. Epoch 4:  96%|██████▋| 150/156 [10:05<00:24,  4.04s/it, loss=0.0853, v_num=tage]
  105. Epoch 4:  97%|██████▊| 151/156 [10:06<00:20,  4.02s/it, loss=0.0853, v_num=tage]
  106. Epoch 4:  97%|██████▊| 152/156 [10:06<00:15,  3.99s/it, loss=0.0853, v_num=tage]
  107. Epoch 4:  98%|██████▊| 153/156 [10:13<00:12,  4.01s/it, loss=0.0853, v_num=tage]
  108. Epoch 4:  99%|██████▉| 154/156 [10:14<00:07,  3.99s/it, loss=0.0853, v_num=tage]
  109. Epoch 4:  99%|██████▉| 155/156 [10:14<00:03,  3.97s/it, loss=0.0853, v_num=tage]
  110. Epoch 4: 100%|███████| 156/156 [10:14<00:00,  3.94s/it, loss=0.0853, v_num=tage]
  111. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.06s/it]
  112. Final Computed Validation Metrics: {'val_loss': tensor(0.0925, device='cuda:0'), 'val_acc': tensor(0.9884, device='cuda:0'), 'step': 4}
  113. Epoch 4: 100%|███████| 156/156 [10:15<00:00,  3.94s/it, loss=0.0853, v_num=tage]
  114. Epoch 5:  90%|██████▎| 140/156 [09:29<01:05,  4.07s/it, loss=0.0898, v_num=tage]
  115. Validating: 0it [00:00, ?it/s]
  116. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  117. Epoch 5:  91%|██████▎| 142/156 [09:41<00:57,  4.10s/it, loss=0.0898, v_num=tage]
  118. Epoch 5:  92%|██████▍| 143/156 [09:41<00:52,  4.07s/it, loss=0.0898, v_num=tage]
  119. Epoch 5:  92%|██████▍| 144/156 [09:42<00:48,  4.04s/it, loss=0.0898, v_num=tage]
  120. Epoch 5:  93%|██████▌| 145/156 [09:53<00:44,  4.09s/it, loss=0.0898, v_num=tage]
  121. Epoch 5:  94%|██████▌| 146/156 [09:54<00:40,  4.07s/it, loss=0.0898, v_num=tage]
  122. Epoch 5:  94%|██████▌| 147/156 [09:54<00:36,  4.05s/it, loss=0.0898, v_num=tage]
  123. Epoch 5:  95%|██████▋| 148/156 [09:55<00:32,  4.02s/it, loss=0.0898, v_num=tage]
  124. Epoch 5:  96%|██████▋| 149/156 [10:03<00:28,  4.05s/it, loss=0.0898, v_num=tage]
  125. Epoch 5:  96%|██████▋| 150/156 [10:06<00:24,  4.04s/it, loss=0.0898, v_num=tage]
  126. Epoch 5:  97%|██████▊| 151/156 [10:06<00:20,  4.02s/it, loss=0.0898, v_num=tage]
  127. Epoch 5:  97%|██████▊| 152/156 [10:06<00:15,  3.99s/it, loss=0.0898, v_num=tage]
  128. Epoch 5:  98%|██████▊| 153/156 [10:12<00:12,  4.00s/it, loss=0.0898, v_num=tage]
  129. Epoch 5:  99%|██████▉| 154/156 [10:14<00:07,  3.99s/it, loss=0.0898, v_num=tage]
  130. Epoch 5:  99%|██████▉| 155/156 [10:14<00:03,  3.96s/it, loss=0.0898, v_num=tage]
  131. Epoch 5: 100%|███████| 156/156 [10:14<00:00,  3.94s/it, loss=0.0898, v_num=tage]
  132. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.05s/it]
  133. Final Computed Validation Metrics: {'val_loss': tensor(0.0878, device='cuda:0'), 'val_acc': tensor(0.9890, device='cuda:0'), 'step': 5}
  134. Epoch 5: 100%|███████| 156/156 [10:14<00:00,  3.94s/it, loss=0.0898, v_num=tage]
  135. Epoch 6:  90%|██████▎| 140/156 [09:35<01:05,  4.11s/it, loss=0.0884, v_num=tage]
  136. Validating: 0it [00:00, ?it/s]
  137. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  138. Epoch 6:  91%|██████▎| 142/156 [09:46<00:57,  4.13s/it, loss=0.0884, v_num=tage]
  139. Epoch 6:  92%|██████▍| 143/156 [09:47<00:53,  4.11s/it, loss=0.0884, v_num=tage]
  140. Epoch 6:  92%|██████▍| 144/156 [09:47<00:48,  4.08s/it, loss=0.0884, v_num=tage]
  141. Epoch 6:  93%|██████▌| 145/156 [09:58<00:45,  4.13s/it, loss=0.0884, v_num=tage]
  142. Epoch 6:  94%|██████▌| 146/156 [09:59<00:41,  4.10s/it, loss=0.0884, v_num=tage]
  143. Epoch 6:  94%|██████▌| 147/156 [09:59<00:36,  4.08s/it, loss=0.0884, v_num=tage]
  144. Epoch 6:  95%|██████▋| 148/156 [09:59<00:32,  4.05s/it, loss=0.0884, v_num=tage]
  145. Epoch 6:  96%|██████▋| 149/156 [10:09<00:28,  4.09s/it, loss=0.0884, v_num=tage]
  146. Epoch 6:  96%|██████▋| 150/156 [10:09<00:24,  4.07s/it, loss=0.0884, v_num=tage]
  147. Epoch 6:  97%|██████▊| 151/156 [10:10<00:20,  4.05s/it, loss=0.0884, v_num=tage]
  148. Epoch 6:  97%|██████▊| 152/156 [10:11<00:16,  4.02s/it, loss=0.0884, v_num=tage]
  149. Epoch 6:  98%|██████▊| 153/156 [10:18<00:12,  4.04s/it, loss=0.0884, v_num=tage]
  150. Epoch 6:  99%|██████▉| 154/156 [10:19<00:08,  4.02s/it, loss=0.0884, v_num=tage]
  151. Epoch 6:  99%|██████▉| 155/156 [10:19<00:03,  4.00s/it, loss=0.0884, v_num=tage]
  152. Epoch 6: 100%|███████| 156/156 [10:20<00:00,  3.98s/it, loss=0.0884, v_num=tage]
  153. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.11s/it]
  154. Final Computed Validation Metrics: {'val_loss': tensor(0.0959, device='cuda:0'), 'val_acc': tensor(0.9880, device='cuda:0'), 'step': 6}
  155. Epoch 6: 100%|███████| 156/156 [10:20<00:00,  3.98s/it, loss=0.0884, v_num=tage]
  156. Epoch 7:  90%|██████▎| 140/156 [09:34<01:05,  4.10s/it, loss=0.0849, v_num=tage]
  157. Validating: 0it [00:00, ?it/s]
  158. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  159. Epoch 7:  91%|██████▎| 142/156 [09:45<00:57,  4.13s/it, loss=0.0849, v_num=tage]
  160. Epoch 7:  92%|██████▍| 143/156 [09:46<00:53,  4.10s/it, loss=0.0849, v_num=tage]
  161. Epoch 7:  92%|██████▍| 144/156 [09:47<00:48,  4.08s/it, loss=0.0849, v_num=tage]
  162. Epoch 7:  93%|██████▌| 145/156 [09:56<00:45,  4.11s/it, loss=0.0849, v_num=tage]
  163. Epoch 7:  94%|██████▌| 146/156 [09:58<00:40,  4.10s/it, loss=0.0849, v_num=tage]
  164. Epoch 7:  94%|██████▌| 147/156 [09:59<00:36,  4.08s/it, loss=0.0849, v_num=tage]
  165. Epoch 7:  95%|██████▋| 148/156 [09:59<00:32,  4.05s/it, loss=0.0849, v_num=tage]
  166. Epoch 7:  96%|██████▋| 149/156 [10:08<00:28,  4.08s/it, loss=0.0849, v_num=tage]
  167. Epoch 7:  96%|██████▋| 150/156 [10:09<00:24,  4.07s/it, loss=0.0849, v_num=tage]
  168. Epoch 7:  97%|██████▊| 151/156 [10:10<00:20,  4.04s/it, loss=0.0849, v_num=tage]
  169. Epoch 7:  97%|██████▊| 152/156 [10:10<00:16,  4.02s/it, loss=0.0849, v_num=tage]
  170. Epoch 7:  98%|██████▊| 153/156 [10:17<00:12,  4.04s/it, loss=0.0849, v_num=tage]
  171. Epoch 7:  99%|██████▉| 154/156 [10:18<00:08,  4.02s/it, loss=0.0849, v_num=tage]
  172. Epoch 7:  99%|██████▉| 155/156 [10:18<00:03,  3.99s/it, loss=0.0849, v_num=tage]
  173. Epoch 7: 100%|███████| 156/156 [10:18<00:00,  3.97s/it, loss=0.0849, v_num=tage]
  174. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.16s/it]
  175. Final Computed Validation Metrics: {'val_loss': tensor(0.0851, device='cuda:0'), 'val_acc': tensor(0.9896, device='cuda:0'), 'step': 7}
  176. Epoch 7: 100%|███████| 156/156 [10:19<00:00,  3.97s/it, loss=0.0849, v_num=tage]
  177. Epoch 8:  90%|██████▎| 140/156 [09:34<01:05,  4.10s/it, loss=0.0819, v_num=tage]
  178. Validating: 0it [00:00, ?it/s]
  179. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  180. Epoch 8:  91%|██████▎| 142/156 [09:46<00:57,  4.13s/it, loss=0.0819, v_num=tage]
  181. Epoch 8:  92%|██████▍| 143/156 [09:47<00:53,  4.11s/it, loss=0.0819, v_num=tage]
  182. Epoch 8:  92%|██████▍| 144/156 [09:47<00:48,  4.08s/it, loss=0.0819, v_num=tage]
  183. Epoch 8:  93%|██████▌| 145/156 [09:57<00:45,  4.12s/it, loss=0.0819, v_num=tage]
  184. Epoch 8:  94%|██████▌| 146/156 [09:58<00:40,  4.10s/it, loss=0.0819, v_num=tage]
  185. Epoch 8:  94%|██████▌| 147/156 [09:58<00:36,  4.07s/it, loss=0.0819, v_num=tage]
  186. Epoch 8:  95%|██████▋| 148/156 [09:58<00:32,  4.05s/it, loss=0.0819, v_num=tage]
  187. Epoch 8:  96%|██████▋| 149/156 [10:09<00:28,  4.09s/it, loss=0.0819, v_num=tage]
  188. Epoch 8:  96%|██████▋| 150/156 [10:10<00:24,  4.07s/it, loss=0.0819, v_num=tage]
  189. Epoch 8:  97%|██████▊| 151/156 [10:10<00:20,  4.04s/it, loss=0.0819, v_num=tage]
  190. Epoch 8:  97%|██████▊| 152/156 [10:11<00:16,  4.02s/it, loss=0.0819, v_num=tage]
  191. Epoch 8:  98%|██████▊| 153/156 [10:18<00:12,  4.04s/it, loss=0.0819, v_num=tage]
  192. Epoch 8:  99%|██████▉| 154/156 [10:19<00:08,  4.02s/it, loss=0.0819, v_num=tage]
  193. Epoch 8:  99%|██████▉| 155/156 [10:19<00:03,  4.00s/it, loss=0.0819, v_num=tage]
  194. Epoch 8: 100%|███████| 156/156 [10:19<00:00,  3.97s/it, loss=0.0819, v_num=tage]
  195. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.07s/it]
  196. Final Computed Validation Metrics: {'val_loss': tensor(0.0996, device='cuda:0'), 'val_acc': tensor(0.9877, device='cuda:0'), 'step': 8}
  197. Epoch 8: 100%|███████| 156/156 [10:20<00:00,  3.97s/it, loss=0.0819, v_num=tage]
  198. Epoch 9:  90%|██████▎| 140/156 [09:34<01:05,  4.10s/it, loss=0.0809, v_num=tage]
  199. Validating: 0it [00:00, ?it/s]
  200. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  201. Epoch 9:  91%|██████▎| 142/156 [09:47<00:57,  4.14s/it, loss=0.0809, v_num=tage]
  202. Epoch 9:  92%|██████▍| 143/156 [09:47<00:53,  4.11s/it, loss=0.0809, v_num=tage]
  203. Epoch 9:  92%|██████▍| 144/156 [09:48<00:49,  4.09s/it, loss=0.0809, v_num=tage]
  204. Epoch 9:  93%|██████▌| 145/156 [09:58<00:45,  4.13s/it, loss=0.0809, v_num=tage]
  205. Epoch 9:  94%|██████▌| 146/156 [09:59<00:41,  4.10s/it, loss=0.0809, v_num=tage]
  206. Epoch 9:  94%|██████▌| 147/156 [10:00<00:36,  4.08s/it, loss=0.0809, v_num=tage]
  207. Epoch 9:  95%|██████▋| 148/156 [10:00<00:32,  4.06s/it, loss=0.0809, v_num=tage]
  208. Epoch 9:  96%|██████▋| 149/156 [10:11<00:28,  4.10s/it, loss=0.0809, v_num=tage]
  209. Epoch 9:  96%|██████▋| 150/156 [10:11<00:24,  4.08s/it, loss=0.0809, v_num=tage]
  210. Epoch 9:  97%|██████▊| 151/156 [10:12<00:20,  4.05s/it, loss=0.0809, v_num=tage]
  211. Epoch 9:  97%|██████▊| 152/156 [10:12<00:16,  4.03s/it, loss=0.0809, v_num=tage]
  212. Epoch 9:  98%|██████▊| 153/156 [10:19<00:12,  4.05s/it, loss=0.0809, v_num=tage]
  213. Epoch 9:  99%|██████▉| 154/156 [10:20<00:08,  4.03s/it, loss=0.0809, v_num=tage]
  214. Epoch 9:  99%|██████▉| 155/156 [10:20<00:04,  4.00s/it, loss=0.0809, v_num=tage]
  215. Epoch 9: 100%|███████| 156/156 [10:20<00:00,  3.98s/it, loss=0.0809, v_num=tage]
  216. Validating: 100%|███████████████████████████████| 16/16 [00:46<00:00,  1.06s/it]
  217. Final Computed Validation Metrics: {'val_loss': tensor(0.0832, device='cuda:0'), 'val_acc': tensor(0.9897, device='cuda:0'), 'step': 9}
  218. Epoch 9: 100%|███████| 156/156 [10:20<00:00,  3.98s/it, loss=0.0809, v_num=tage]
  219. Epoch 10:  90%|██████▎| 140/156 [09:37<01:06,  4.13s/it, loss=0.083, v_num=tage]
  220. Validating: 0it [00:00, ?it/s]
  221. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  222. Epoch 10:  91%|██████▎| 142/156 [09:50<00:58,  4.16s/it, loss=0.083, v_num=tage]
  223. Epoch 10:  92%|██████▍| 143/156 [09:50<00:53,  4.13s/it, loss=0.083, v_num=tage]
  224. Epoch 10:  92%|██████▍| 144/156 [09:51<00:49,  4.10s/it, loss=0.083, v_num=tage]
  225. Epoch 10:  93%|██████▌| 145/156 [10:01<00:45,  4.15s/it, loss=0.083, v_num=tage]
  226. Epoch 10:  94%|██████▌| 146/156 [10:01<00:41,  4.12s/it, loss=0.083, v_num=tage]
  227. Epoch 10:  94%|██████▌| 147/156 [10:02<00:36,  4.10s/it, loss=0.083, v_num=tage]
  228. Epoch 10:  95%|██████▋| 148/156 [10:02<00:32,  4.07s/it, loss=0.083, v_num=tage]
  229. Epoch 10:  96%|██████▋| 149/156 [10:12<00:28,  4.11s/it, loss=0.083, v_num=tage]
  230. Epoch 10:  96%|██████▋| 150/156 [10:12<00:24,  4.09s/it, loss=0.083, v_num=tage]
  231. Epoch 10:  97%|██████▊| 151/156 [10:14<00:20,  4.07s/it, loss=0.083, v_num=tage]
  232. Epoch 10:  97%|██████▊| 152/156 [10:14<00:16,  4.05s/it, loss=0.083, v_num=tage]
  233. Epoch 10:  98%|██████▊| 153/156 [10:22<00:12,  4.07s/it, loss=0.083, v_num=tage]
  234. Epoch 10:  99%|██████▉| 154/156 [10:23<00:08,  4.05s/it, loss=0.083, v_num=tage]
  235. Epoch 10:  99%|██████▉| 155/156 [10:23<00:04,  4.02s/it, loss=0.083, v_num=tage]
  236. Epoch 10: 100%|███████| 156/156 [10:23<00:00,  4.00s/it, loss=0.083, v_num=tage]
  237. Validating: 100%|███████████████████████████████| 16/16 [00:46<00:00,  1.13s/it]
  238. Final Computed Validation Metrics: {'val_loss': tensor(0.0920, device='cuda:0'), 'val_acc': tensor(0.9889, device='cuda:0'), 'step': 10}
  239. Epoch 10: 100%|███████| 156/156 [10:24<00:00,  4.00s/it, loss=0.083, v_num=tage]
  240. Epoch 11:  90%|█████▍| 140/156 [09:39<01:06,  4.14s/it, loss=0.0757, v_num=tage]
  241. Validating: 0it [00:00, ?it/s]
  242. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  243. Epoch 11:  91%|█████▍| 142/156 [09:52<00:58,  4.17s/it, loss=0.0757, v_num=tage]
  244. Epoch 11:  92%|█████▌| 143/156 [09:52<00:53,  4.14s/it, loss=0.0757, v_num=tage]
  245. Epoch 11:  92%|█████▌| 144/156 [09:52<00:49,  4.12s/it, loss=0.0757, v_num=tage]
  246. Epoch 11:  93%|█████▌| 145/156 [10:03<00:45,  4.16s/it, loss=0.0757, v_num=tage]
  247. Epoch 11:  94%|█████▌| 146/156 [10:04<00:41,  4.14s/it, loss=0.0757, v_num=tage]
  248. Epoch 11:  94%|█████▋| 147/156 [10:04<00:37,  4.11s/it, loss=0.0757, v_num=tage]
  249. Epoch 11:  95%|█████▋| 148/156 [10:05<00:32,  4.09s/it, loss=0.0757, v_num=tage]
  250. Epoch 11:  96%|█████▋| 149/156 [10:15<00:28,  4.13s/it, loss=0.0757, v_num=tage]
  251. Epoch 11:  96%|█████▊| 150/156 [10:15<00:24,  4.11s/it, loss=0.0757, v_num=tage]
  252. Epoch 11:  97%|█████▊| 151/156 [10:16<00:20,  4.08s/it, loss=0.0757, v_num=tage]
  253. Epoch 11:  97%|█████▊| 152/156 [10:17<00:16,  4.06s/it, loss=0.0757, v_num=tage]
  254. Epoch 11:  98%|█████▉| 153/156 [10:24<00:12,  4.08s/it, loss=0.0757, v_num=tage]
  255. Epoch 11:  99%|█████▉| 154/156 [10:25<00:08,  4.06s/it, loss=0.0757, v_num=tage]
  256. Epoch 11:  99%|█████▉| 155/156 [10:25<00:04,  4.04s/it, loss=0.0757, v_num=tage]
  257. Epoch 11: 100%|██████| 156/156 [10:25<00:00,  4.01s/it, loss=0.0757, v_num=tage]
  258. Validating: 100%|███████████████████████████████| 16/16 [00:46<00:00,  1.07s/it]
  259. Final Computed Validation Metrics: {'val_loss': tensor(0.0891, device='cuda:0'), 'val_acc': tensor(0.9894, device='cuda:0'), 'step': 11}
  260. Epoch 11: 100%|██████| 156/156 [10:25<00:00,  4.01s/it, loss=0.0757, v_num=tage]
  261. Epoch 12:  90%|█████▍| 140/156 [09:34<01:05,  4.10s/it, loss=0.0776, v_num=tage]
  262. Validating: 0it [00:00, ?it/s]
  263. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  264. Epoch 12:  91%|█████▍| 142/156 [09:46<00:57,  4.13s/it, loss=0.0776, v_num=tage]
  265. Epoch 12:  92%|█████▌| 143/156 [09:47<00:53,  4.11s/it, loss=0.0776, v_num=tage]
  266. Epoch 12:  92%|█████▌| 144/156 [09:47<00:48,  4.08s/it, loss=0.0776, v_num=tage]
  267. Epoch 12:  93%|█████▌| 145/156 [09:58<00:45,  4.13s/it, loss=0.0776, v_num=tage]
  268. Epoch 12:  94%|█████▌| 146/156 [09:58<00:40,  4.10s/it, loss=0.0776, v_num=tage]
  269. Epoch 12:  94%|█████▋| 147/156 [09:58<00:36,  4.07s/it, loss=0.0776, v_num=tage]
  270. Epoch 12:  95%|█████▋| 148/156 [09:59<00:32,  4.05s/it, loss=0.0776, v_num=tage]
  271. Epoch 12:  96%|█████▋| 149/156 [10:09<00:28,  4.09s/it, loss=0.0776, v_num=tage]
  272. Epoch 12:  96%|█████▊| 150/156 [10:09<00:24,  4.06s/it, loss=0.0776, v_num=tage]
  273. Epoch 12:  97%|█████▊| 151/156 [10:09<00:20,  4.04s/it, loss=0.0776, v_num=tage]
  274. Epoch 12:  97%|█████▊| 152/156 [10:10<00:16,  4.02s/it, loss=0.0776, v_num=tage]
  275. Epoch 12:  98%|█████▉| 153/156 [10:19<00:12,  4.05s/it, loss=0.0776, v_num=tage]
  276. Epoch 12:  99%|█████▉| 154/156 [10:19<00:08,  4.02s/it, loss=0.0776, v_num=tage]
  277. Epoch 12:  99%|█████▉| 155/156 [10:19<00:03,  4.00s/it, loss=0.0776, v_num=tage]
  278. Epoch 12: 100%|██████| 156/156 [10:20<00:00,  3.98s/it, loss=0.0776, v_num=tage]
  279. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.15s/it]
  280. Final Computed Validation Metrics: {'val_loss': tensor(0.0856, device='cuda:0'), 'val_acc': tensor(0.9893, device='cuda:0'), 'step': 12}
  281. Epoch 12: 100%|██████| 156/156 [10:20<00:00,  3.98s/it, loss=0.0776, v_num=tage]
  282. Epoch 13:  90%|█████▍| 140/156 [09:39<01:06,  4.14s/it, loss=0.0739, v_num=tage]
  283. Validating: 0it [00:00, ?it/s]
  284. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  285. Epoch 13:  91%|█████▍| 142/156 [09:52<00:58,  4.17s/it, loss=0.0739, v_num=tage]
  286. Epoch 13:  92%|█████▌| 143/156 [09:52<00:53,  4.14s/it, loss=0.0739, v_num=tage]
  287. Epoch 13:  92%|█████▌| 144/156 [09:52<00:49,  4.12s/it, loss=0.0739, v_num=tage]
  288. Epoch 13:  93%|█████▌| 145/156 [10:01<00:45,  4.15s/it, loss=0.0739, v_num=tage]
  289. Epoch 13:  94%|█████▌| 146/156 [10:04<00:41,  4.14s/it, loss=0.0739, v_num=tage]
  290. Epoch 13:  94%|█████▋| 147/156 [10:04<00:37,  4.11s/it, loss=0.0739, v_num=tage]
  291. Epoch 13:  95%|█████▋| 148/156 [10:05<00:32,  4.09s/it, loss=0.0739, v_num=tage]
  292. Epoch 13:  96%|█████▋| 149/156 [10:13<00:28,  4.12s/it, loss=0.0739, v_num=tage]
  293. Epoch 13:  96%|█████▊| 150/156 [10:14<00:24,  4.10s/it, loss=0.0739, v_num=tage]
  294. Epoch 13:  97%|█████▊| 151/156 [10:15<00:20,  4.08s/it, loss=0.0739, v_num=tage]
  295. Epoch 13:  97%|█████▊| 152/156 [10:16<00:16,  4.06s/it, loss=0.0739, v_num=tage]
  296. Epoch 13:  98%|█████▉| 153/156 [10:23<00:12,  4.07s/it, loss=0.0739, v_num=tage]
  297. Epoch 13:  99%|█████▉| 154/156 [10:24<00:08,  4.06s/it, loss=0.0739, v_num=tage]
  298. Epoch 13:  99%|█████▉| 155/156 [10:24<00:04,  4.03s/it, loss=0.0739, v_num=tage]
  299. Epoch 13: 100%|██████| 156/156 [10:25<00:00,  4.01s/it, loss=0.0739, v_num=tage]
  300. Validating: 100%|███████████████████████████████| 16/16 [00:46<00:00,  1.12s/it]
  301. Final Computed Validation Metrics: {'val_loss': tensor(0.0875, device='cuda:0'), 'val_acc': tensor(0.9892, device='cuda:0'), 'step': 13}
  302. Epoch 13: 100%|██████| 156/156 [10:25<00:00,  4.01s/it, loss=0.0739, v_num=tage]
  303. Epoch 14:  90%|█████▍| 140/156 [09:37<01:06,  4.13s/it, loss=0.0724, v_num=tage]
  304. Validating: 0it [00:00, ?it/s]
  305. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  306. Epoch 14:  91%|█████▍| 142/156 [09:49<00:58,  4.15s/it, loss=0.0724, v_num=tage]
  307. Epoch 14:  92%|█████▌| 143/156 [09:50<00:53,  4.13s/it, loss=0.0724, v_num=tage]
  308. Epoch 14:  92%|█████▌| 144/156 [09:50<00:49,  4.10s/it, loss=0.0724, v_num=tage]
  309. Epoch 14:  93%|█████▌| 145/156 [10:01<00:45,  4.15s/it, loss=0.0724, v_num=tage]
  310. Epoch 14:  94%|█████▌| 146/156 [10:02<00:41,  4.13s/it, loss=0.0724, v_num=tage]
  311. Epoch 14:  94%|█████▋| 147/156 [10:02<00:36,  4.10s/it, loss=0.0724, v_num=tage]
  312. Epoch 14:  95%|█████▋| 148/156 [10:03<00:32,  4.08s/it, loss=0.0724, v_num=tage]
  313. Epoch 14:  96%|█████▋| 149/156 [10:12<00:28,  4.11s/it, loss=0.0724, v_num=tage]
  314. Epoch 14:  96%|█████▊| 150/156 [10:13<00:24,  4.09s/it, loss=0.0724, v_num=tage]
  315. Epoch 14:  97%|█████▊| 151/156 [10:14<00:20,  4.07s/it, loss=0.0724, v_num=tage]
  316. Epoch 14:  97%|█████▊| 152/156 [10:15<00:16,  4.05s/it, loss=0.0724, v_num=tage]
  317. Epoch 14:  98%|█████▉| 153/156 [10:22<00:12,  4.07s/it, loss=0.0724, v_num=tage]
  318. Epoch 14:  99%|█████▉| 154/156 [10:22<00:08,  4.04s/it, loss=0.0724, v_num=tage]
  319. Epoch 14:  99%|█████▉| 155/156 [10:22<00:04,  4.02s/it, loss=0.0724, v_num=tage]
  320. Epoch 14: 100%|██████| 156/156 [10:23<00:00,  3.99s/it, loss=0.0724, v_num=tage]
  321. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.03s/it]
  322. Final Computed Validation Metrics: {'val_loss': tensor(0.0793, device='cuda:0'), 'val_acc': tensor(0.9901, device='cuda:0'), 'step': 14}
  323. Epoch 14: 100%|██████| 156/156 [10:23<00:00,  4.00s/it, loss=0.0724, v_num=tage]
  324. Epoch 15:  90%|█████▍| 140/156 [09:40<01:06,  4.15s/it, loss=0.0731, v_num=tage]
  325. Validating: 0it [00:00, ?it/s]
  326. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  327. Epoch 15:  91%|█████▍| 142/156 [09:52<00:58,  4.17s/it, loss=0.0731, v_num=tage]
  328. Epoch 15:  92%|█████▌| 143/156 [09:52<00:53,  4.15s/it, loss=0.0731, v_num=tage]
  329. Epoch 15:  92%|█████▌| 144/156 [09:53<00:49,  4.12s/it, loss=0.0731, v_num=tage]
  330. Epoch 15:  93%|█████▌| 145/156 [10:05<00:45,  4.17s/it, loss=0.0731, v_num=tage]
  331. Epoch 15:  94%|█████▌| 146/156 [10:05<00:41,  4.15s/it, loss=0.0731, v_num=tage]
  332. Epoch 15:  94%|█████▋| 147/156 [10:05<00:37,  4.12s/it, loss=0.0731, v_num=tage]
  333. Epoch 15:  95%|█████▋| 148/156 [10:06<00:32,  4.10s/it, loss=0.0731, v_num=tage]
  334. Epoch 15:  96%|█████▋| 149/156 [10:17<00:29,  4.14s/it, loss=0.0731, v_num=tage]
  335. Epoch 15:  96%|█████▊| 150/156 [10:17<00:24,  4.12s/it, loss=0.0731, v_num=tage]
  336. Epoch 15:  97%|█████▊| 151/156 [10:18<00:20,  4.09s/it, loss=0.0731, v_num=tage]
  337. Epoch 15:  97%|█████▊| 152/156 [10:18<00:16,  4.07s/it, loss=0.0731, v_num=tage]
  338. Epoch 15:  98%|█████▉| 153/156 [10:25<00:12,  4.09s/it, loss=0.0731, v_num=tage]
  339. Epoch 15:  99%|█████▉| 154/156 [10:26<00:08,  4.07s/it, loss=0.0731, v_num=tage]
  340. Epoch 15:  99%|█████▉| 155/156 [10:26<00:04,  4.04s/it, loss=0.0731, v_num=tage]
  341. Epoch 15: 100%|██████| 156/156 [10:26<00:00,  4.02s/it, loss=0.0731, v_num=tage]
  342. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.03s/it]
  343. Final Computed Validation Metrics: {'val_loss': tensor(0.0837, device='cuda:0'), 'val_acc': tensor(0.9900, device='cuda:0'), 'step': 15}
  344. Epoch 15: 100%|██████| 156/156 [10:26<00:00,  4.02s/it, loss=0.0731, v_num=tage]
  345. Epoch 16:  90%|██████▎| 140/156 [09:37<01:05,  4.12s/it, loss=0.074, v_num=tage]
  346. Validating: 0it [00:00, ?it/s]
  347. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  348. Epoch 16:  91%|██████▎| 142/156 [09:49<00:58,  4.15s/it, loss=0.074, v_num=tage]
  349. Epoch 16:  92%|██████▍| 143/156 [09:49<00:53,  4.13s/it, loss=0.074, v_num=tage]
  350. Epoch 16:  92%|██████▍| 144/156 [09:50<00:49,  4.10s/it, loss=0.074, v_num=tage]
  351. Epoch 16:  93%|██████▌| 145/156 [10:00<00:45,  4.14s/it, loss=0.074, v_num=tage]
  352. Epoch 16:  94%|██████▌| 146/156 [10:01<00:41,  4.12s/it, loss=0.074, v_num=tage]
  353. Epoch 16:  94%|██████▌| 147/156 [10:01<00:36,  4.10s/it, loss=0.074, v_num=tage]
  354. Epoch 16:  95%|██████▋| 148/156 [10:02<00:32,  4.07s/it, loss=0.074, v_num=tage]
  355. Epoch 16:  96%|██████▋| 149/156 [10:11<00:28,  4.11s/it, loss=0.074, v_num=tage]
  356. Epoch 16:  96%|██████▋| 150/156 [10:13<00:24,  4.09s/it, loss=0.074, v_num=tage]
  357. Epoch 16:  97%|██████▊| 151/156 [10:14<00:20,  4.07s/it, loss=0.074, v_num=tage]
  358. Epoch 16:  97%|██████▊| 152/156 [10:14<00:16,  4.05s/it, loss=0.074, v_num=tage]
  359. Epoch 16:  98%|██████▊| 153/156 [10:21<00:12,  4.06s/it, loss=0.074, v_num=tage]
  360. Epoch 16:  99%|██████▉| 154/156 [10:22<00:08,  4.04s/it, loss=0.074, v_num=tage]
  361. Epoch 16:  99%|██████▉| 155/156 [10:22<00:04,  4.02s/it, loss=0.074, v_num=tage]
  362. Epoch 16: 100%|███████| 156/156 [10:22<00:00,  3.99s/it, loss=0.074, v_num=tage]
  363. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.08s/it]
  364. Final Computed Validation Metrics: {'val_loss': tensor(0.0811, device='cuda:0'), 'val_acc': tensor(0.9901, device='cuda:0'), 'step': 16}
  365. Epoch 16: 100%|███████| 156/156 [10:23<00:00,  3.99s/it, loss=0.074, v_num=tage]
  366. Epoch 17:  90%|█████▍| 140/156 [09:39<01:06,  4.14s/it, loss=0.0735, v_num=tage]
  367. Validating: 0it [00:00, ?it/s]
  368. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  369. Epoch 17:  91%|█████▍| 142/156 [09:51<00:58,  4.16s/it, loss=0.0735, v_num=tage]
  370. Epoch 17:  92%|█████▌| 143/156 [09:51<00:53,  4.14s/it, loss=0.0735, v_num=tage]
  371. Epoch 17:  92%|█████▌| 144/156 [09:51<00:49,  4.11s/it, loss=0.0735, v_num=tage]
  372. Epoch 17:  93%|█████▌| 145/156 [10:03<00:45,  4.16s/it, loss=0.0735, v_num=tage]
  373. Epoch 17:  94%|█████▌| 146/156 [10:04<00:41,  4.14s/it, loss=0.0735, v_num=tage]
  374. Epoch 17:  94%|█████▋| 147/156 [10:04<00:37,  4.11s/it, loss=0.0735, v_num=tage]
  375. Epoch 17:  95%|█████▋| 148/156 [10:04<00:32,  4.09s/it, loss=0.0735, v_num=tage]
  376. Epoch 17:  96%|█████▋| 149/156 [10:15<00:28,  4.13s/it, loss=0.0735, v_num=tage]
  377. Epoch 17:  96%|█████▊| 150/156 [10:15<00:24,  4.10s/it, loss=0.0735, v_num=tage]
  378. Epoch 17:  97%|█████▊| 151/156 [10:15<00:20,  4.08s/it, loss=0.0735, v_num=tage]
  379. Epoch 17:  97%|█████▊| 152/156 [10:16<00:16,  4.05s/it, loss=0.0735, v_num=tage]
  380. Epoch 17:  98%|█████▉| 153/156 [10:24<00:12,  4.08s/it, loss=0.0735, v_num=tage]
  381. Epoch 17:  99%|█████▉| 154/156 [10:24<00:08,  4.06s/it, loss=0.0735, v_num=tage]
  382. Epoch 17:  99%|█████▉| 155/156 [10:25<00:04,  4.03s/it, loss=0.0735, v_num=tage]
  383. Epoch 17: 100%|██████| 156/156 [10:25<00:00,  4.01s/it, loss=0.0735, v_num=tage]
  384. Validating: 100%|███████████████████████████████| 16/16 [00:46<00:00,  1.11s/it]
  385. Final Computed Validation Metrics: {'val_loss': tensor(0.0787, device='cuda:0'), 'val_acc': tensor(0.9902, device='cuda:0'), 'step': 17}
  386. Epoch 17: 100%|██████| 156/156 [10:25<00:00,  4.01s/it, loss=0.0735, v_num=tage]
  387. Epoch 18:  90%|██████▎| 140/156 [09:38<01:06,  4.13s/it, loss=0.067, v_num=tage]
  388. Validating: 0it [00:00, ?it/s]
  389. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  390. Epoch 18:  91%|██████▎| 142/156 [09:50<00:58,  4.16s/it, loss=0.067, v_num=tage]
  391. Epoch 18:  92%|██████▍| 143/156 [09:50<00:53,  4.13s/it, loss=0.067, v_num=tage]
  392. Epoch 18:  92%|██████▍| 144/156 [09:50<00:49,  4.10s/it, loss=0.067, v_num=tage]
  393. Epoch 18:  93%|██████▌| 145/156 [10:02<00:45,  4.15s/it, loss=0.067, v_num=tage]
  394. Epoch 18:  94%|██████▌| 146/156 [10:02<00:41,  4.13s/it, loss=0.067, v_num=tage]
  395. Epoch 18:  94%|██████▌| 147/156 [10:02<00:36,  4.10s/it, loss=0.067, v_num=tage]
  396. Epoch 18:  95%|██████▋| 148/156 [10:03<00:32,  4.08s/it, loss=0.067, v_num=tage]
  397. Epoch 18:  96%|██████▋| 149/156 [10:13<00:28,  4.12s/it, loss=0.067, v_num=tage]
  398. Epoch 18:  96%|██████▋| 150/156 [10:14<00:24,  4.09s/it, loss=0.067, v_num=tage]
  399. Epoch 18:  97%|██████▊| 151/156 [10:14<00:20,  4.07s/it, loss=0.067, v_num=tage]
  400. Epoch 18:  97%|██████▊| 152/156 [10:15<00:16,  4.05s/it, loss=0.067, v_num=tage]
  401. Epoch 18:  98%|██████▊| 153/156 [10:23<00:12,  4.07s/it, loss=0.067, v_num=tage]
  402. Epoch 18:  99%|██████▉| 154/156 [10:23<00:08,  4.05s/it, loss=0.067, v_num=tage]
  403. Epoch 18:  99%|██████▉| 155/156 [10:24<00:04,  4.03s/it, loss=0.067, v_num=tage]
  404. Epoch 18: 100%|███████| 156/156 [10:24<00:00,  4.00s/it, loss=0.067, v_num=tage]
  405. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.11s/it]
  406. Final Computed Validation Metrics: {'val_loss': tensor(0.0781, device='cuda:0'), 'val_acc': tensor(0.9905, device='cuda:0'), 'step': 18}
  407. Epoch 18: 100%|███████| 156/156 [10:24<00:00,  4.00s/it, loss=0.067, v_num=tage]
  408. Epoch 19:  90%|█████▍| 140/156 [09:34<01:05,  4.10s/it, loss=0.0728, v_num=tage]
  409. Validating: 0it [00:00, ?it/s]
  410. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  411. Epoch 19:  91%|█████▍| 142/156 [09:45<00:57,  4.12s/it, loss=0.0728, v_num=tage]
  412. Epoch 19:  92%|█████▌| 143/156 [09:45<00:53,  4.10s/it, loss=0.0728, v_num=tage]
  413. Epoch 19:  92%|█████▌| 144/156 [09:46<00:48,  4.07s/it, loss=0.0728, v_num=tage]
  414. Epoch 19:  93%|█████▌| 145/156 [09:57<00:45,  4.12s/it, loss=0.0728, v_num=tage]
  415. Epoch 19:  94%|█████▌| 146/156 [09:57<00:40,  4.10s/it, loss=0.0728, v_num=tage]
  416. Epoch 19:  94%|█████▋| 147/156 [09:59<00:36,  4.08s/it, loss=0.0728, v_num=tage]
  417. Epoch 19:  95%|█████▋| 148/156 [10:00<00:32,  4.06s/it, loss=0.0728, v_num=tage]
  418. Epoch 19:  96%|█████▋| 149/156 [10:09<00:28,  4.09s/it, loss=0.0728, v_num=tage]
  419. Epoch 19:  96%|█████▊| 150/156 [10:10<00:24,  4.07s/it, loss=0.0728, v_num=tage]
  420. Epoch 19:  97%|█████▊| 151/156 [10:10<00:20,  4.04s/it, loss=0.0728, v_num=tage]
  421. Epoch 19:  97%|█████▊| 152/156 [10:11<00:16,  4.02s/it, loss=0.0728, v_num=tage]
  422. Epoch 19:  98%|█████▉| 153/156 [10:17<00:12,  4.04s/it, loss=0.0728, v_num=tage]
  423. Epoch 19:  99%|█████▉| 154/156 [10:18<00:08,  4.02s/it, loss=0.0728, v_num=tage]
  424. Epoch 19:  99%|█████▉| 155/156 [10:19<00:03,  3.99s/it, loss=0.0728, v_num=tage]
  425. Epoch 19: 100%|██████| 156/156 [10:19<00:00,  3.97s/it, loss=0.0728, v_num=tage]
  426. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.05s/it]
  427. Final Computed Validation Metrics: {'val_loss': tensor(0.0845, device='cuda:0'), 'val_acc': tensor(0.9899, device='cuda:0'), 'step': 19}
  428. Epoch 19: 100%|██████| 156/156 [10:19<00:00,  3.97s/it, loss=0.0728, v_num=tage]
  429. Epoch 20:  90%|█████▍| 140/156 [09:36<01:05,  4.12s/it, loss=0.0723, v_num=tage]
  430. Validating: 0it [00:00, ?it/s]
  431. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  432. Epoch 20:  91%|█████▍| 142/156 [09:48<00:58,  4.14s/it, loss=0.0723, v_num=tage]
  433. Epoch 20:  92%|█████▌| 143/156 [09:48<00:53,  4.12s/it, loss=0.0723, v_num=tage]
  434. Epoch 20:  92%|█████▌| 144/156 [09:48<00:49,  4.09s/it, loss=0.0723, v_num=tage]
  435. Epoch 20:  93%|█████▌| 145/156 [09:59<00:45,  4.13s/it, loss=0.0723, v_num=tage]
  436. Epoch 20:  94%|█████▌| 146/156 [09:59<00:41,  4.11s/it, loss=0.0723, v_num=tage]
  437. Epoch 20:  94%|█████▋| 147/156 [10:00<00:36,  4.08s/it, loss=0.0723, v_num=tage]
  438. Epoch 20:  95%|█████▋| 148/156 [10:00<00:32,  4.06s/it, loss=0.0723, v_num=tage]
  439. Epoch 20:  96%|█████▋| 149/156 [10:11<00:28,  4.10s/it, loss=0.0723, v_num=tage]
  440. Epoch 20:  96%|█████▊| 150/156 [10:11<00:24,  4.08s/it, loss=0.0723, v_num=tage]
  441. Epoch 20:  97%|█████▊| 151/156 [10:11<00:20,  4.05s/it, loss=0.0723, v_num=tage]
  442. Epoch 20:  97%|█████▊| 152/156 [10:12<00:16,  4.03s/it, loss=0.0723, v_num=tage]
  443. Epoch 20:  98%|█████▉| 153/156 [10:20<00:12,  4.06s/it, loss=0.0723, v_num=tage]
  444. Epoch 20:  99%|█████▉| 154/156 [10:20<00:08,  4.03s/it, loss=0.0723, v_num=tage]
  445. Epoch 20:  99%|█████▉| 155/156 [10:21<00:04,  4.01s/it, loss=0.0723, v_num=tage]
  446. Epoch 20: 100%|██████| 156/156 [10:21<00:00,  3.98s/it, loss=0.0723, v_num=tage]
  447. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.09s/it]
  448. Final Computed Validation Metrics: {'val_loss': tensor(0.0766, device='cuda:0'), 'val_acc': tensor(0.9907, device='cuda:0'), 'step': 20}
  449. Epoch 20: 100%|██████| 156/156 [10:21<00:00,  3.98s/it, loss=0.0723, v_num=tage]
  450. Epoch 21:  90%|█████▍| 140/156 [09:32<01:05,  4.09s/it, loss=0.0698, v_num=tage]
  451. Validating: 0it [00:00, ?it/s]
  452. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  453. Epoch 21:  91%|█████▍| 142/156 [09:45<00:57,  4.12s/it, loss=0.0698, v_num=tage]
  454. Epoch 21:  92%|█████▌| 143/156 [09:45<00:53,  4.09s/it, loss=0.0698, v_num=tage]
  455. Epoch 21:  92%|█████▌| 144/156 [09:45<00:48,  4.07s/it, loss=0.0698, v_num=tage]
  456. Epoch 21:  93%|█████▌| 145/156 [09:56<00:45,  4.12s/it, loss=0.0698, v_num=tage]
  457. Epoch 21:  94%|█████▌| 146/156 [09:57<00:40,  4.09s/it, loss=0.0698, v_num=tage]
  458. Epoch 21:  94%|█████▋| 147/156 [09:57<00:36,  4.06s/it, loss=0.0698, v_num=tage]
  459. Epoch 21:  95%|█████▋| 148/156 [09:57<00:32,  4.04s/it, loss=0.0698, v_num=tage]
  460. Epoch 21:  96%|█████▋| 149/156 [10:08<00:28,  4.08s/it, loss=0.0698, v_num=tage]
  461. Epoch 21:  96%|█████▊| 150/156 [10:08<00:24,  4.06s/it, loss=0.0698, v_num=tage]
  462. Epoch 21:  97%|█████▊| 151/156 [10:09<00:20,  4.03s/it, loss=0.0698, v_num=tage]
  463. Epoch 21:  97%|█████▊| 152/156 [10:09<00:16,  4.01s/it, loss=0.0698, v_num=tage]
  464. Epoch 21:  98%|█████▉| 153/156 [10:17<00:12,  4.03s/it, loss=0.0698, v_num=tage]
  465. Epoch 21:  99%|█████▉| 154/156 [10:17<00:08,  4.01s/it, loss=0.0698, v_num=tage]
  466. Epoch 21:  99%|█████▉| 155/156 [10:17<00:03,  3.98s/it, loss=0.0698, v_num=tage]
  467. Epoch 21: 100%|██████| 156/156 [10:17<00:00,  3.96s/it, loss=0.0698, v_num=tage]
  468. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.03s/it]
  469. Final Computed Validation Metrics: {'val_loss': tensor(0.0745, device='cuda:0'), 'val_acc': tensor(0.9907, device='cuda:0'), 'step': 21}
  470. Epoch 21: 100%|██████| 156/156 [10:18<00:00,  3.96s/it, loss=0.0698, v_num=tage]
  471. Epoch 22:  90%|█████▍| 140/156 [09:29<01:05,  4.07s/it, loss=0.0629, v_num=tage]
  472. Validating: 0it [00:00, ?it/s]
  473. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  474. Epoch 22:  91%|█████▍| 142/156 [09:42<00:57,  4.10s/it, loss=0.0629, v_num=tage]
  475. Epoch 22:  92%|█████▌| 143/156 [09:42<00:52,  4.07s/it, loss=0.0629, v_num=tage]
  476. Epoch 22:  92%|█████▌| 144/156 [09:42<00:48,  4.05s/it, loss=0.0629, v_num=tage]
  477. Epoch 22:  93%|█████▌| 145/156 [09:52<00:44,  4.09s/it, loss=0.0629, v_num=tage]
  478. Epoch 22:  94%|█████▌| 146/156 [09:53<00:40,  4.07s/it, loss=0.0629, v_num=tage]
  479. Epoch 22:  94%|█████▋| 147/156 [09:54<00:36,  4.04s/it, loss=0.0629, v_num=tage]
  480. Epoch 22:  95%|█████▋| 148/156 [09:54<00:32,  4.02s/it, loss=0.0629, v_num=tage]
  481. Epoch 22:  96%|█████▋| 149/156 [10:03<00:28,  4.05s/it, loss=0.0629, v_num=tage]
  482. Epoch 22:  96%|█████▊| 150/156 [10:04<00:24,  4.03s/it, loss=0.0629, v_num=tage]
  483. Epoch 22:  97%|█████▊| 151/156 [10:05<00:20,  4.01s/it, loss=0.0629, v_num=tage]
  484. Epoch 22:  97%|█████▊| 152/156 [10:05<00:15,  3.99s/it, loss=0.0629, v_num=tage]
  485. Epoch 22:  98%|█████▉| 153/156 [10:12<00:12,  4.00s/it, loss=0.0629, v_num=tage]
  486. Epoch 22:  99%|█████▉| 154/156 [10:13<00:07,  3.98s/it, loss=0.0629, v_num=tage]
  487. Epoch 22:  99%|█████▉| 155/156 [10:13<00:03,  3.96s/it, loss=0.0629, v_num=tage]
  488. Epoch 22: 100%|██████| 156/156 [10:13<00:00,  3.94s/it, loss=0.0629, v_num=tage]
  489. Validating: 100%|███████████████████████████████| 16/16 [00:44<00:00,  1.03s/it]
  490. Final Computed Validation Metrics: {'val_loss': tensor(0.0762, device='cuda:0'), 'val_acc': tensor(0.9907, device='cuda:0'), 'step': 22}
  491. Epoch 22: 100%|██████| 156/156 [10:14<00:00,  3.94s/it, loss=0.0629, v_num=tage]
  492. Epoch 23:  90%|█████▍| 140/156 [09:29<01:05,  4.07s/it, loss=0.0622, v_num=tage]
  493. Validating: 0it [00:00, ?it/s]
  494. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  495. Epoch 23:  91%|█████▍| 142/156 [09:41<00:57,  4.10s/it, loss=0.0622, v_num=tage]
  496. Epoch 23:  92%|█████▌| 143/156 [09:42<00:52,  4.07s/it, loss=0.0622, v_num=tage]
  497. Epoch 23:  92%|█████▌| 144/156 [09:42<00:48,  4.05s/it, loss=0.0622, v_num=tage]
  498. Epoch 23:  93%|█████▌| 145/156 [09:51<00:44,  4.08s/it, loss=0.0622, v_num=tage]
  499. Epoch 23:  94%|█████▌| 146/156 [09:53<00:40,  4.06s/it, loss=0.0622, v_num=tage]
  500. Epoch 23:  94%|█████▋| 147/156 [09:53<00:36,  4.04s/it, loss=0.0622, v_num=tage]
  501. Epoch 23:  95%|█████▋| 148/156 [09:54<00:32,  4.01s/it, loss=0.0622, v_num=tage]
  502. Epoch 23:  96%|█████▋| 149/156 [10:02<00:28,  4.04s/it, loss=0.0622, v_num=tage]
  503. Epoch 23:  96%|█████▊| 150/156 [10:04<00:24,  4.03s/it, loss=0.0622, v_num=tage]
  504. Epoch 23:  97%|█████▊| 151/156 [10:05<00:20,  4.01s/it, loss=0.0622, v_num=tage]
  505. Epoch 23:  97%|█████▊| 152/156 [10:05<00:15,  3.99s/it, loss=0.0622, v_num=tage]
  506. Epoch 23:  98%|█████▉| 153/156 [10:11<00:11,  3.99s/it, loss=0.0622, v_num=tage]
  507. Epoch 23:  99%|█████▉| 154/156 [10:12<00:07,  3.98s/it, loss=0.0622, v_num=tage]
  508. Epoch 23:  99%|█████▉| 155/156 [10:12<00:03,  3.95s/it, loss=0.0622, v_num=tage]
  509. Epoch 23: 100%|██████| 156/156 [10:13<00:00,  3.93s/it, loss=0.0622, v_num=tage]
  510. Validating: 100%|███████████████████████████████| 16/16 [00:43<00:00,  1.02s/it]
  511. Final Computed Validation Metrics: {'val_loss': tensor(0.0761, device='cuda:0'), 'val_acc': tensor(0.9908, device='cuda:0'), 'step': 23}
  512. Epoch 23: 100%|██████| 156/156 [10:13<00:00,  3.93s/it, loss=0.0622, v_num=tage]
  513. Epoch 24:  90%|█████▍| 140/156 [09:32<01:05,  4.09s/it, loss=0.0686, v_num=tage]
  514. Validating: 0it [00:00, ?it/s]
  515. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  516. Epoch 24:  91%|█████▍| 142/156 [09:44<00:57,  4.12s/it, loss=0.0686, v_num=tage]
  517. Epoch 24:  92%|█████▌| 143/156 [09:45<00:53,  4.09s/it, loss=0.0686, v_num=tage]
  518. Epoch 24:  92%|█████▌| 144/156 [09:45<00:48,  4.07s/it, loss=0.0686, v_num=tage]
  519. Epoch 24:  93%|█████▌| 145/156 [09:55<00:45,  4.11s/it, loss=0.0686, v_num=tage]
  520. Epoch 24:  94%|█████▌| 146/156 [09:56<00:40,  4.08s/it, loss=0.0686, v_num=tage]
  521. Epoch 24:  94%|█████▋| 147/156 [09:56<00:36,  4.06s/it, loss=0.0686, v_num=tage]
  522. Epoch 24:  95%|█████▋| 148/156 [09:57<00:32,  4.04s/it, loss=0.0686, v_num=tage]
  523. Epoch 24:  96%|█████▋| 149/156 [10:07<00:28,  4.07s/it, loss=0.0686, v_num=tage]
  524. Epoch 24:  96%|█████▊| 150/156 [10:07<00:24,  4.05s/it, loss=0.0686, v_num=tage]
  525. Epoch 24:  97%|█████▊| 151/156 [10:08<00:20,  4.03s/it, loss=0.0686, v_num=tage]
  526. Epoch 24:  97%|█████▊| 152/156 [10:08<00:16,  4.00s/it, loss=0.0686, v_num=tage]
  527. Epoch 24:  98%|█████▉| 153/156 [10:15<00:12,  4.03s/it, loss=0.0686, v_num=tage]
  528. Epoch 24:  99%|█████▉| 154/156 [10:16<00:08,  4.00s/it, loss=0.0686, v_num=tage]
  529. Epoch 24:  99%|█████▉| 155/156 [10:16<00:03,  3.98s/it, loss=0.0686, v_num=tage]
  530. Epoch 24: 100%|██████| 156/156 [10:16<00:00,  3.95s/it, loss=0.0686, v_num=tage]
  531. Validating: 100%|███████████████████████████████| 16/16 [00:44<00:00,  1.02s/it]
  532. Final Computed Validation Metrics: {'val_loss': tensor(0.0764, device='cuda:0'), 'val_acc': tensor(0.9906, device='cuda:0'), 'step': 24}
  533. Epoch 24: 100%|██████| 156/156 [10:16<00:00,  3.95s/it, loss=0.0686, v_num=tage]
  534. Epoch 25:  90%|█████▍| 140/156 [09:30<01:05,  4.08s/it, loss=0.0603, v_num=tage]
  535. Validating: 0it [00:00, ?it/s]
  536. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  537. Epoch 25:  91%|█████▍| 142/156 [09:42<00:57,  4.10s/it, loss=0.0603, v_num=tage]
  538. Epoch 25:  92%|█████▌| 143/156 [09:42<00:52,  4.07s/it, loss=0.0603, v_num=tage]
  539. Epoch 25:  92%|█████▌| 144/156 [09:43<00:48,  4.05s/it, loss=0.0603, v_num=tage]
  540. Epoch 25:  93%|█████▌| 145/156 [09:54<00:45,  4.10s/it, loss=0.0603, v_num=tage]
  541. Epoch 25:  94%|█████▌| 146/156 [09:54<00:40,  4.07s/it, loss=0.0603, v_num=tage]
  542. Epoch 25:  94%|█████▋| 147/156 [09:55<00:36,  4.05s/it, loss=0.0603, v_num=tage]
  543. Epoch 25:  95%|█████▋| 148/156 [09:55<00:32,  4.03s/it, loss=0.0603, v_num=tage]
  544. Epoch 25:  96%|█████▋| 149/156 [10:06<00:28,  4.07s/it, loss=0.0603, v_num=tage]
  545. Epoch 25:  96%|█████▊| 150/156 [10:06<00:24,  4.05s/it, loss=0.0603, v_num=tage]
  546. Epoch 25:  97%|█████▊| 151/156 [10:07<00:20,  4.02s/it, loss=0.0603, v_num=tage]
  547. Epoch 25:  97%|█████▊| 152/156 [10:07<00:15,  4.00s/it, loss=0.0603, v_num=tage]
  548. Epoch 25:  98%|█████▉| 153/156 [10:14<00:12,  4.02s/it, loss=0.0603, v_num=tage]
  549. Epoch 25:  99%|█████▉| 154/156 [10:15<00:07,  3.99s/it, loss=0.0603, v_num=tage]
  550. Epoch 25:  99%|█████▉| 155/156 [10:15<00:03,  3.97s/it, loss=0.0603, v_num=tage]
  551. Epoch 25: 100%|██████| 156/156 [10:15<00:00,  3.95s/it, loss=0.0603, v_num=tage]
  552. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.02s/it]
  553. Final Computed Validation Metrics: {'val_loss': tensor(0.0736, device='cuda:0'), 'val_acc': tensor(0.9910, device='cuda:0'), 'step': 25}
  554. Epoch 25: 100%|██████| 156/156 [10:15<00:00,  3.95s/it, loss=0.0603, v_num=tage]
  555. Epoch 26:  90%|███████▏| 140/156 [09:34<01:05,  4.11s/it, loss=0.06, v_num=tage]
  556. Validating: 0it [00:00, ?it/s]
  557. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  558. Epoch 26:  91%|███████▎| 142/156 [09:47<00:57,  4.14s/it, loss=0.06, v_num=tage]
  559. Epoch 26:  92%|███████▎| 143/156 [09:47<00:53,  4.11s/it, loss=0.06, v_num=tage]
  560. Epoch 26:  92%|███████▍| 144/156 [09:48<00:49,  4.09s/it, loss=0.06, v_num=tage]
  561. Epoch 26:  93%|███████▍| 145/156 [09:57<00:45,  4.12s/it, loss=0.06, v_num=tage]
  562. Epoch 26:  94%|███████▍| 146/156 [09:58<00:40,  4.10s/it, loss=0.06, v_num=tage]
  563. Epoch 26:  94%|███████▌| 147/156 [09:59<00:36,  4.08s/it, loss=0.06, v_num=tage]
  564. Epoch 26:  95%|███████▌| 148/156 [09:59<00:32,  4.05s/it, loss=0.06, v_num=tage]
  565. Epoch 26:  96%|███████▋| 149/156 [10:08<00:28,  4.09s/it, loss=0.06, v_num=tage]
  566. Epoch 26:  96%|███████▋| 150/156 [10:09<00:24,  4.06s/it, loss=0.06, v_num=tage]
  567. Epoch 26:  97%|███████▋| 151/156 [10:10<00:20,  4.04s/it, loss=0.06, v_num=tage]
  568. Epoch 26:  97%|███████▊| 152/156 [10:10<00:16,  4.02s/it, loss=0.06, v_num=tage]
  569. Epoch 26:  98%|███████▊| 153/156 [10:19<00:12,  4.05s/it, loss=0.06, v_num=tage]
  570. Epoch 26:  99%|███████▉| 154/156 [10:19<00:08,  4.02s/it, loss=0.06, v_num=tage]
  571. Epoch 26:  99%|███████▉| 155/156 [10:19<00:03,  4.00s/it, loss=0.06, v_num=tage]
  572. Epoch 26: 100%|████████| 156/156 [10:20<00:00,  3.97s/it, loss=0.06, v_num=tage]
  573. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.10s/it]
  574. Final Computed Validation Metrics: {'val_loss': tensor(0.0716, device='cuda:0'), 'val_acc': tensor(0.9914, device='cuda:0'), 'step': 26}
  575. Epoch 26: 100%|████████| 156/156 [10:20<00:00,  3.98s/it, loss=0.06, v_num=tage]
  576. Epoch 27:  90%|█████▍| 140/156 [09:36<01:05,  4.12s/it, loss=0.0578, v_num=tage]
  577. Validating: 0it [00:00, ?it/s]
  578. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  579. Epoch 27:  91%|█████▍| 142/156 [09:49<00:58,  4.15s/it, loss=0.0578, v_num=tage]
  580. Epoch 27:  92%|█████▌| 143/156 [09:49<00:53,  4.12s/it, loss=0.0578, v_num=tage]
  581. Epoch 27:  92%|█████▌| 144/156 [09:50<00:49,  4.10s/it, loss=0.0578, v_num=tage]
  582. Epoch 27:  93%|█████▌| 145/156 [09:59<00:45,  4.14s/it, loss=0.0578, v_num=tage]
  583. Epoch 27:  94%|█████▌| 146/156 [10:00<00:41,  4.11s/it, loss=0.0578, v_num=tage]
  584. Epoch 27:  94%|█████▋| 147/156 [10:00<00:36,  4.09s/it, loss=0.0578, v_num=tage]
  585. Epoch 27:  95%|█████▋| 148/156 [10:01<00:32,  4.06s/it, loss=0.0578, v_num=tage]
  586. Epoch 27:  96%|█████▋| 149/156 [10:11<00:28,  4.11s/it, loss=0.0578, v_num=tage]
  587. Epoch 27:  96%|█████▊| 150/156 [10:12<00:24,  4.08s/it, loss=0.0578, v_num=tage]
  588. Epoch 27:  97%|█████▊| 151/156 [10:12<00:20,  4.06s/it, loss=0.0578, v_num=tage]
  589. Epoch 27:  97%|█████▊| 152/156 [10:12<00:16,  4.03s/it, loss=0.0578, v_num=tage]
  590. Epoch 27:  98%|█████▉| 153/156 [10:19<00:12,  4.05s/it, loss=0.0578, v_num=tage]
  591. Epoch 27:  99%|█████▉| 154/156 [10:20<00:08,  4.03s/it, loss=0.0578, v_num=tage]
  592. Epoch 27:  99%|█████▉| 155/156 [10:20<00:04,  4.00s/it, loss=0.0578, v_num=tage]
  593. Epoch 27: 100%|██████| 156/156 [10:20<00:00,  3.98s/it, loss=0.0578, v_num=tage]
  594. Validating: 100%|███████████████████████████████| 16/16 [00:43<00:00,  1.02it/s]
  595. Final Computed Validation Metrics: {'val_loss': tensor(0.0697, device='cuda:0'), 'val_acc': tensor(0.9914, device='cuda:0'), 'step': 27}
  596. Epoch 27: 100%|██████| 156/156 [10:20<00:00,  3.98s/it, loss=0.0578, v_num=tage]
  597. Epoch 28:  90%|█████▍| 140/156 [09:35<01:05,  4.11s/it, loss=0.0614, v_num=tage]
  598. Validating: 0it [00:00, ?it/s]
  599. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  600. Epoch 28:  91%|█████▍| 142/156 [09:48<00:58,  4.15s/it, loss=0.0614, v_num=tage]
  601. Epoch 28:  92%|█████▌| 143/156 [09:49<00:53,  4.12s/it, loss=0.0614, v_num=tage]
  602. Epoch 28:  92%|█████▌| 144/156 [09:49<00:49,  4.09s/it, loss=0.0614, v_num=tage]
  603. Epoch 28:  93%|█████▌| 145/156 [10:01<00:45,  4.15s/it, loss=0.0614, v_num=tage]
  604. Epoch 28:  94%|█████▌| 146/156 [10:02<00:41,  4.12s/it, loss=0.0614, v_num=tage]
  605. Epoch 28:  94%|█████▋| 147/156 [10:02<00:36,  4.10s/it, loss=0.0614, v_num=tage]
  606. Epoch 28:  95%|█████▋| 148/156 [10:03<00:32,  4.07s/it, loss=0.0614, v_num=tage]
  607. Epoch 28:  96%|█████▋| 149/156 [10:13<00:28,  4.11s/it, loss=0.0614, v_num=tage]
  608. Epoch 28:  96%|█████▊| 150/156 [10:13<00:24,  4.09s/it, loss=0.0614, v_num=tage]
  609. Epoch 28:  97%|█████▊| 151/156 [10:14<00:20,  4.07s/it, loss=0.0614, v_num=tage]
  610. Epoch 28:  97%|█████▊| 152/156 [10:14<00:16,  4.05s/it, loss=0.0614, v_num=tage]
  611. Epoch 28:  98%|█████▉| 153/156 [10:21<00:12,  4.07s/it, loss=0.0614, v_num=tage]
  612. Epoch 28:  99%|█████▉| 154/156 [10:22<00:08,  4.04s/it, loss=0.0614, v_num=tage]
  613. Epoch 28:  99%|█████▉| 155/156 [10:22<00:04,  4.02s/it, loss=0.0614, v_num=tage]
  614. Epoch 28: 100%|██████| 156/156 [10:23<00:00,  3.99s/it, loss=0.0614, v_num=tage]
  615. Validating: 100%|███████████████████████████████| 16/16 [00:47<00:00,  1.06s/it]
  616. Final Computed Validation Metrics: {'val_loss': tensor(0.0757, device='cuda:0'), 'val_acc': tensor(0.9908, device='cuda:0'), 'step': 28}
  617. Epoch 28: 100%|██████| 156/156 [10:23<00:00,  4.00s/it, loss=0.0614, v_num=tage]
  618. Epoch 29:  90%|█████▍| 140/156 [09:50<01:07,  4.22s/it, loss=0.0587, v_num=tage]
  619. Validating: 0it [00:00, ?it/s]
  620. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  621. Epoch 29:  91%|█████▍| 142/156 [10:02<00:59,  4.24s/it, loss=0.0587, v_num=tage]
  622. Epoch 29:  92%|█████▌| 143/156 [10:02<00:54,  4.22s/it, loss=0.0587, v_num=tage]
  623. Epoch 29:  92%|█████▌| 144/156 [10:03<00:50,  4.19s/it, loss=0.0587, v_num=tage]
  624. Epoch 29:  93%|█████▌| 145/156 [10:16<00:46,  4.25s/it, loss=0.0587, v_num=tage]
  625. Epoch 29:  94%|█████▌| 146/156 [10:16<00:42,  4.22s/it, loss=0.0587, v_num=tage]
  626. Epoch 29:  94%|█████▋| 147/156 [10:17<00:37,  4.20s/it, loss=0.0587, v_num=tage]
  627. Epoch 29:  95%|█████▋| 148/156 [10:17<00:33,  4.18s/it, loss=0.0587, v_num=tage]
  628. Epoch 29:  96%|█████▋| 149/156 [10:27<00:29,  4.21s/it, loss=0.0587, v_num=tage]
  629. Epoch 29:  96%|█████▊| 150/156 [10:28<00:25,  4.19s/it, loss=0.0587, v_num=tage]
  630. Epoch 29:  97%|█████▊| 151/156 [10:28<00:20,  4.16s/it, loss=0.0587, v_num=tage]
  631. Epoch 29:  97%|█████▊| 152/156 [10:28<00:16,  4.14s/it, loss=0.0587, v_num=tage]
  632. Epoch 29:  98%|█████▉| 153/156 [10:36<00:12,  4.16s/it, loss=0.0587, v_num=tage]
  633. Epoch 29:  99%|█████▉| 154/156 [10:36<00:08,  4.13s/it, loss=0.0587, v_num=tage]
  634. Epoch 29:  99%|█████▉| 155/156 [10:36<00:04,  4.11s/it, loss=0.0587, v_num=tage]
  635. Epoch 29: 100%|██████| 156/156 [10:36<00:00,  4.08s/it, loss=0.0587, v_num=tage]
  636. Validating: 100%|███████████████████████████████| 16/16 [00:46<00:00,  1.02s/it]
  637. Final Computed Validation Metrics: {'val_loss': tensor(0.0692, device='cuda:0'), 'val_acc': tensor(0.9915, device='cuda:0'), 'step': 29}
  638. Epoch 29: 100%|██████| 156/156 [10:37<00:00,  4.08s/it, loss=0.0587, v_num=tage]
  639. Epoch 30:  90%|█████▍| 140/156 [09:39<01:06,  4.14s/it, loss=0.0642, v_num=tage]
  640. Validating: 0it [00:00, ?it/s]
  641. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  642. Epoch 30:  91%|█████▍| 142/156 [09:51<00:58,  4.17s/it, loss=0.0642, v_num=tage]
  643. Epoch 30:  92%|█████▌| 143/156 [09:52<00:53,  4.14s/it, loss=0.0642, v_num=tage]
  644. Epoch 30:  92%|█████▌| 144/156 [09:52<00:49,  4.12s/it, loss=0.0642, v_num=tage]
  645. Epoch 30:  93%|█████▌| 145/156 [10:02<00:45,  4.16s/it, loss=0.0642, v_num=tage]
  646. Epoch 30:  94%|█████▌| 146/156 [10:03<00:41,  4.13s/it, loss=0.0642, v_num=tage]
  647. Epoch 30:  94%|█████▋| 147/156 [10:04<00:36,  4.11s/it, loss=0.0642, v_num=tage]
  648. Epoch 30:  95%|█████▋| 148/156 [10:04<00:32,  4.09s/it, loss=0.0642, v_num=tage]
  649. Epoch 30:  96%|█████▋| 149/156 [10:14<00:28,  4.12s/it, loss=0.0642, v_num=tage]
  650. Epoch 30:  96%|█████▊| 150/156 [10:15<00:24,  4.10s/it, loss=0.0642, v_num=tage]
  651. Epoch 30:  97%|█████▊| 151/156 [10:15<00:20,  4.08s/it, loss=0.0642, v_num=tage]
  652. Epoch 30:  97%|█████▊| 152/156 [10:16<00:16,  4.05s/it, loss=0.0642, v_num=tage]
  653. Epoch 30:  98%|█████▉| 153/156 [10:24<00:12,  4.08s/it, loss=0.0642, v_num=tage]
  654. Epoch 30:  99%|█████▉| 154/156 [10:24<00:08,  4.06s/it, loss=0.0642, v_num=tage]
  655. Epoch 30:  99%|█████▉| 155/156 [10:24<00:04,  4.03s/it, loss=0.0642, v_num=tage]
  656. Epoch 30: 100%|██████| 156/156 [10:25<00:00,  4.01s/it, loss=0.0642, v_num=tage]
  657. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.10s/it]
  658. Final Computed Validation Metrics: {'val_loss': tensor(0.0825, device='cuda:0'), 'val_acc': tensor(0.9902, device='cuda:0'), 'step': 30}
  659. Epoch 30: 100%|██████| 156/156 [10:25<00:00,  4.01s/it, loss=0.0642, v_num=tage]
  660. Epoch 31:  90%|█████▍| 140/156 [09:37<01:05,  4.12s/it, loss=0.0631, v_num=tage]
  661. Validating: 0it [00:00, ?it/s]
  662. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  663. Epoch 31:  91%|█████▍| 142/156 [09:48<00:58,  4.15s/it, loss=0.0631, v_num=tage]
  664. Epoch 31:  92%|█████▌| 143/156 [09:49<00:53,  4.12s/it, loss=0.0631, v_num=tage]
  665. Epoch 31:  92%|█████▌| 144/156 [09:50<00:49,  4.10s/it, loss=0.0631, v_num=tage]
  666. Epoch 31:  93%|█████▌| 145/156 [09:59<00:45,  4.14s/it, loss=0.0631, v_num=tage]
  667. Epoch 31:  94%|█████▌| 146/156 [10:00<00:41,  4.11s/it, loss=0.0631, v_num=tage]
  668. Epoch 31:  94%|█████▋| 147/156 [10:00<00:36,  4.09s/it, loss=0.0631, v_num=tage]
  669. Epoch 31:  95%|█████▋| 148/156 [10:01<00:32,  4.06s/it, loss=0.0631, v_num=tage]
  670. Epoch 31:  96%|█████▋| 149/156 [10:11<00:28,  4.11s/it, loss=0.0631, v_num=tage]
  671. Epoch 31:  96%|█████▊| 150/156 [10:12<00:24,  4.08s/it, loss=0.0631, v_num=tage]
  672. Epoch 31:  97%|█████▊| 151/156 [10:12<00:20,  4.06s/it, loss=0.0631, v_num=tage]
  673. Epoch 31:  97%|█████▊| 152/156 [10:13<00:16,  4.04s/it, loss=0.0631, v_num=tage]
  674. Epoch 31:  98%|█████▉| 153/156 [10:20<00:12,  4.06s/it, loss=0.0631, v_num=tage]
  675. Epoch 31:  99%|█████▉| 154/156 [10:21<00:08,  4.03s/it, loss=0.0631, v_num=tage]
  676. Epoch 31:  99%|█████▉| 155/156 [10:21<00:04,  4.01s/it, loss=0.0631, v_num=tage]
  677. Epoch 31: 100%|██████| 156/156 [10:21<00:00,  3.99s/it, loss=0.0631, v_num=tage]
  678. Validating: 100%|███████████████████████████████| 16/16 [00:44<00:00,  1.05s/it]
  679. Final Computed Validation Metrics: {'val_loss': tensor(0.0730, device='cuda:0'), 'val_acc': tensor(0.9912, device='cuda:0'), 'step': 31}
  680. Epoch 31: 100%|██████| 156/156 [10:22<00:00,  3.99s/it, loss=0.0631, v_num=tage]
  681. Epoch 32:  90%|█████▍| 140/156 [09:48<01:07,  4.20s/it, loss=0.0561, v_num=tage]
  682. Validating: 0it [00:00, ?it/s]
  683. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  684. Epoch 32:  91%|█████▍| 142/156 [10:00<00:59,  4.23s/it, loss=0.0561, v_num=tage]
  685. Epoch 32:  92%|█████▌| 143/156 [10:00<00:54,  4.20s/it, loss=0.0561, v_num=tage]
  686. Epoch 32:  92%|█████▌| 144/156 [10:01<00:50,  4.18s/it, loss=0.0561, v_num=tage]
  687. Epoch 32:  93%|█████▌| 145/156 [10:13<00:46,  4.23s/it, loss=0.0561, v_num=tage]
  688. Epoch 32:  94%|█████▌| 146/156 [10:13<00:42,  4.20s/it, loss=0.0561, v_num=tage]
  689. Epoch 32:  94%|█████▋| 147/156 [10:14<00:37,  4.18s/it, loss=0.0561, v_num=tage]
  690. Epoch 32:  95%|█████▋| 148/156 [10:14<00:33,  4.15s/it, loss=0.0561, v_num=tage]
  691. Epoch 32:  96%|█████▋| 149/156 [10:24<00:29,  4.19s/it, loss=0.0561, v_num=tage]
  692. Epoch 32:  96%|█████▊| 150/156 [10:25<00:25,  4.17s/it, loss=0.0561, v_num=tage]
  693. Epoch 32:  97%|█████▊| 151/156 [10:25<00:20,  4.14s/it, loss=0.0561, v_num=tage]
  694. Epoch 32:  97%|█████▊| 152/156 [10:25<00:16,  4.12s/it, loss=0.0561, v_num=tage]
  695. Epoch 32:  98%|█████▉| 153/156 [10:33<00:12,  4.14s/it, loss=0.0561, v_num=tage]
  696. Epoch 32:  99%|█████▉| 154/156 [10:33<00:08,  4.12s/it, loss=0.0561, v_num=tage]
  697. Epoch 32:  99%|█████▉| 155/156 [10:34<00:04,  4.09s/it, loss=0.0561, v_num=tage]
  698. Epoch 32: 100%|██████| 156/156 [10:34<00:00,  4.07s/it, loss=0.0561, v_num=tage]
  699. Validating: 100%|███████████████████████████████| 16/16 [00:46<00:00,  1.08s/it]
  700. Final Computed Validation Metrics: {'val_loss': tensor(0.0694, device='cuda:0'), 'val_acc': tensor(0.9915, device='cuda:0'), 'step': 32}
  701. Epoch 32: 100%|██████| 156/156 [10:34<00:00,  4.07s/it, loss=0.0561, v_num=tage]
  702. Epoch 33:  90%|██████▎| 140/156 [09:48<01:07,  4.20s/it, loss=0.058, v_num=tage]
  703. Validating: 0it [00:00, ?it/s]
  704. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  705. Epoch 33:  91%|██████▎| 142/156 [10:01<00:59,  4.23s/it, loss=0.058, v_num=tage]
  706. Epoch 33:  92%|██████▍| 143/156 [10:01<00:54,  4.21s/it, loss=0.058, v_num=tage]
  707. Epoch 33:  92%|██████▍| 144/156 [10:02<00:50,  4.18s/it, loss=0.058, v_num=tage]
  708. Epoch 33:  93%|██████▌| 145/156 [10:11<00:46,  4.22s/it, loss=0.058, v_num=tage]
  709. Epoch 33:  94%|██████▌| 146/156 [10:12<00:41,  4.19s/it, loss=0.058, v_num=tage]
  710. Epoch 33:  94%|██████▌| 147/156 [10:12<00:37,  4.17s/it, loss=0.058, v_num=tage]
  711. Epoch 33:  95%|██████▋| 148/156 [10:13<00:33,  4.15s/it, loss=0.058, v_num=tage]
  712. Epoch 33:  96%|██████▋| 149/156 [10:25<00:29,  4.19s/it, loss=0.058, v_num=tage]
  713. Epoch 33:  96%|██████▋| 150/156 [10:25<00:25,  4.17s/it, loss=0.058, v_num=tage]
  714. Epoch 33:  97%|██████▊| 151/156 [10:26<00:20,  4.15s/it, loss=0.058, v_num=tage]
  715. Epoch 33:  97%|██████▊| 152/156 [10:26<00:16,  4.12s/it, loss=0.058, v_num=tage]
  716. Epoch 33:  98%|██████▊| 153/156 [10:34<00:12,  4.15s/it, loss=0.058, v_num=tage]
  717. Epoch 33:  99%|██████▉| 154/156 [10:35<00:08,  4.12s/it, loss=0.058, v_num=tage]
  718. Epoch 33:  99%|██████▉| 155/156 [10:35<00:04,  4.10s/it, loss=0.058, v_num=tage]
  719. Epoch 33: 100%|███████| 156/156 [10:35<00:00,  4.07s/it, loss=0.058, v_num=tage]
  720. Validating: 100%|███████████████████████████████| 16/16 [00:47<00:00,  1.12s/it]
  721. Final Computed Validation Metrics: {'val_loss': tensor(0.0728, device='cuda:0'), 'val_acc': tensor(0.9912, device='cuda:0'), 'step': 33}
  722. Epoch 33: 100%|███████| 156/156 [10:35<00:00,  4.08s/it, loss=0.058, v_num=tage]
  723. Epoch 34:  90%|██████▎| 140/156 [09:50<01:07,  4.22s/it, loss=0.058, v_num=tage]
  724. Validating: 0it [00:00, ?it/s]
  725. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  726. Epoch 34:  91%|██████▎| 142/156 [10:02<00:59,  4.24s/it, loss=0.058, v_num=tage]
  727. Epoch 34:  92%|██████▍| 143/156 [10:03<00:54,  4.22s/it, loss=0.058, v_num=tage]
  728. Epoch 34:  92%|██████▍| 144/156 [10:03<00:50,  4.19s/it, loss=0.058, v_num=tage]
  729. Epoch 34:  93%|██████▌| 145/156 [10:13<00:46,  4.23s/it, loss=0.058, v_num=tage]
  730. Epoch 34:  94%|██████▌| 146/156 [10:14<00:42,  4.21s/it, loss=0.058, v_num=tage]
  731. Epoch 34:  94%|██████▌| 147/156 [10:14<00:37,  4.18s/it, loss=0.058, v_num=tage]
  732. Epoch 34:  95%|██████▋| 148/156 [10:15<00:33,  4.16s/it, loss=0.058, v_num=tage]
  733. Epoch 34:  96%|██████▋| 149/156 [10:25<00:29,  4.20s/it, loss=0.058, v_num=tage]
  734. Epoch 34:  96%|██████▋| 150/156 [10:26<00:25,  4.18s/it, loss=0.058, v_num=tage]
  735. Epoch 34:  97%|██████▊| 151/156 [10:26<00:20,  4.15s/it, loss=0.058, v_num=tage]
  736. Epoch 34:  97%|██████▊| 152/156 [10:27<00:16,  4.13s/it, loss=0.058, v_num=tage]
  737. Epoch 34:  98%|██████▊| 153/156 [10:36<00:12,  4.16s/it, loss=0.058, v_num=tage]
  738. Epoch 34:  99%|██████▉| 154/156 [10:36<00:08,  4.13s/it, loss=0.058, v_num=tage]
  739. Epoch 34:  99%|██████▉| 155/156 [10:37<00:04,  4.11s/it, loss=0.058, v_num=tage]
  740. Epoch 34: 100%|███████| 156/156 [10:37<00:00,  4.09s/it, loss=0.058, v_num=tage]
  741. Validating: 100%|███████████████████████████████| 16/16 [00:46<00:00,  1.17s/it]
  742. Final Computed Validation Metrics: {'val_loss': tensor(0.0702, device='cuda:0'), 'val_acc': tensor(0.9916, device='cuda:0'), 'step': 34}
  743. Epoch 34: 100%|███████| 156/156 [10:37<00:00,  4.09s/it, loss=0.058, v_num=tage]
  744. Epoch 35:  90%|█████▍| 140/156 [09:46<01:07,  4.19s/it, loss=0.0531, v_num=tage]
  745. Validating: 0it [00:00, ?it/s]
  746. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  747. Epoch 35:  91%|█████▍| 142/156 [09:57<00:58,  4.21s/it, loss=0.0531, v_num=tage]
  748. Epoch 35:  92%|█████▌| 143/156 [09:58<00:54,  4.19s/it, loss=0.0531, v_num=tage]
  749. Epoch 35:  92%|█████▌| 144/156 [09:58<00:49,  4.16s/it, loss=0.0531, v_num=tage]
  750. Epoch 35:  93%|█████▌| 145/156 [10:09<00:46,  4.20s/it, loss=0.0531, v_num=tage]
  751. Epoch 35:  94%|█████▌| 146/156 [10:09<00:41,  4.18s/it, loss=0.0531, v_num=tage]
  752. Epoch 35:  94%|█████▋| 147/156 [10:10<00:37,  4.15s/it, loss=0.0531, v_num=tage]
  753. Epoch 35:  95%|█████▋| 148/156 [10:11<00:33,  4.13s/it, loss=0.0531, v_num=tage]
  754. Epoch 35:  96%|█████▋| 149/156 [10:21<00:29,  4.17s/it, loss=0.0531, v_num=tage]
  755. Epoch 35:  96%|█████▊| 150/156 [10:21<00:24,  4.15s/it, loss=0.0531, v_num=tage]
  756. Epoch 35:  97%|█████▊| 151/156 [10:22<00:20,  4.12s/it, loss=0.0531, v_num=tage]
  757. Epoch 35:  97%|█████▊| 152/156 [10:22<00:16,  4.10s/it, loss=0.0531, v_num=tage]
  758. Epoch 35:  98%|█████▉| 153/156 [10:29<00:12,  4.11s/it, loss=0.0531, v_num=tage]
  759. Epoch 35:  99%|█████▉| 154/156 [10:29<00:08,  4.09s/it, loss=0.0531, v_num=tage]
  760. Epoch 35:  99%|█████▉| 155/156 [10:30<00:04,  4.07s/it, loss=0.0531, v_num=tage]
  761. Epoch 35: 100%|██████| 156/156 [10:30<00:00,  4.04s/it, loss=0.0531, v_num=tage]
  762. Validating: 100%|███████████████████████████████| 16/16 [00:44<00:00,  1.00s/it]
  763. Final Computed Validation Metrics: {'val_loss': tensor(0.0697, device='cuda:0'), 'val_acc': tensor(0.9917, device='cuda:0'), 'step': 35}
  764. Epoch 35: 100%|██████| 156/156 [10:30<00:00,  4.04s/it, loss=0.0531, v_num=tage]
  765. Epoch 36:  90%|█████▍| 140/156 [09:52<01:07,  4.23s/it, loss=0.0531, v_num=tage]
  766. Validating: 0it [00:00, ?it/s]
  767. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  768. Epoch 36:  91%|█████▍| 142/156 [10:03<00:59,  4.25s/it, loss=0.0531, v_num=tage]
  769. Epoch 36:  92%|█████▌| 143/156 [10:04<00:54,  4.23s/it, loss=0.0531, v_num=tage]
  770. Epoch 36:  92%|█████▌| 144/156 [10:04<00:50,  4.20s/it, loss=0.0531, v_num=tage]
  771. Epoch 36:  93%|█████▌| 145/156 [10:15<00:46,  4.24s/it, loss=0.0531, v_num=tage]
  772. Epoch 36:  94%|█████▌| 146/156 [10:16<00:42,  4.22s/it, loss=0.0531, v_num=tage]
  773. Epoch 36:  94%|█████▋| 147/156 [10:16<00:37,  4.20s/it, loss=0.0531, v_num=tage]
  774. Epoch 36:  95%|█████▋| 148/156 [10:17<00:33,  4.18s/it, loss=0.0531, v_num=tage]
  775. Epoch 36:  96%|█████▋| 149/156 [10:28<00:29,  4.22s/it, loss=0.0531, v_num=tage]
  776. Epoch 36:  96%|█████▊| 150/156 [10:29<00:25,  4.20s/it, loss=0.0531, v_num=tage]
  777. Epoch 36:  97%|█████▊| 151/156 [10:29<00:20,  4.17s/it, loss=0.0531, v_num=tage]
  778. Epoch 36:  97%|█████▊| 152/156 [10:30<00:16,  4.15s/it, loss=0.0531, v_num=tage]
  779. Epoch 36:  98%|█████▉| 153/156 [10:37<00:12,  4.16s/it, loss=0.0531, v_num=tage]
  780. Epoch 36:  99%|█████▉| 154/156 [10:37<00:08,  4.14s/it, loss=0.0531, v_num=tage]
  781. Epoch 36:  99%|█████▉| 155/156 [10:37<00:04,  4.12s/it, loss=0.0531, v_num=tage]
  782. Epoch 36: 100%|██████| 156/156 [10:38<00:00,  4.09s/it, loss=0.0531, v_num=tage]
  783. Validating: 100%|███████████████████████████████| 16/16 [00:46<00:00,  1.03s/it]
  784. Final Computed Validation Metrics: {'val_loss': tensor(0.0735, device='cuda:0'), 'val_acc': tensor(0.9912, device='cuda:0'), 'step': 36}
  785. Epoch 36: 100%|██████| 156/156 [10:38<00:00,  4.09s/it, loss=0.0531, v_num=tage]
  786. Epoch 37:  90%|█████▍| 140/156 [09:53<01:07,  4.24s/it, loss=0.0545, v_num=tage]
  787. Validating: 0it [00:00, ?it/s]
  788. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  789. Epoch 37:  91%|█████▍| 142/156 [10:06<00:59,  4.27s/it, loss=0.0545, v_num=tage]
  790. Epoch 37:  92%|█████▌| 143/156 [10:06<00:55,  4.24s/it, loss=0.0545, v_num=tage]
  791. Epoch 37:  92%|█████▌| 144/156 [10:06<00:50,  4.21s/it, loss=0.0545, v_num=tage]
  792. Epoch 37:  93%|█████▌| 145/156 [10:16<00:46,  4.25s/it, loss=0.0545, v_num=tage]
  793. Epoch 37:  94%|█████▌| 146/156 [10:17<00:42,  4.23s/it, loss=0.0545, v_num=tage]
  794. Epoch 37:  94%|█████▋| 147/156 [10:17<00:37,  4.20s/it, loss=0.0545, v_num=tage]
  795. Epoch 37:  95%|█████▋| 148/156 [10:18<00:33,  4.18s/it, loss=0.0545, v_num=tage]
  796. Epoch 37:  96%|█████▋| 149/156 [10:28<00:29,  4.22s/it, loss=0.0545, v_num=tage]
  797. Epoch 37:  96%|█████▊| 150/156 [10:30<00:25,  4.20s/it, loss=0.0545, v_num=tage]
  798. Epoch 37:  97%|█████▊| 151/156 [10:30<00:20,  4.18s/it, loss=0.0545, v_num=tage]
  799. Epoch 37:  97%|█████▊| 152/156 [10:31<00:16,  4.15s/it, loss=0.0545, v_num=tage]
  800. Epoch 37:  98%|█████▉| 153/156 [10:39<00:12,  4.18s/it, loss=0.0545, v_num=tage]
  801. Epoch 37:  99%|█████▉| 154/156 [10:40<00:08,  4.16s/it, loss=0.0545, v_num=tage]
  802. Epoch 37:  99%|█████▉| 155/156 [10:40<00:04,  4.13s/it, loss=0.0545, v_num=tage]
  803. Epoch 37: 100%|██████| 156/156 [10:40<00:00,  4.11s/it, loss=0.0545, v_num=tage]
  804. Validating: 100%|███████████████████████████████| 16/16 [00:47<00:00,  1.20s/it]
  805. Final Computed Validation Metrics: {'val_loss': tensor(0.0699, device='cuda:0'), 'val_acc': tensor(0.9916, device='cuda:0'), 'step': 37}
  806. Epoch 37: 100%|██████| 156/156 [10:41<00:00,  4.11s/it, loss=0.0545, v_num=tage]
  807. Epoch 38:  90%|█████▍| 140/156 [09:46<01:07,  4.19s/it, loss=0.0569, v_num=tage]
  808. Validating: 0it [00:00, ?it/s]
  809. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  810. Epoch 38:  91%|█████▍| 142/156 [09:58<00:58,  4.21s/it, loss=0.0569, v_num=tage]
  811. Epoch 38:  92%|█████▌| 143/156 [09:58<00:54,  4.19s/it, loss=0.0569, v_num=tage]
  812. Epoch 38:  92%|█████▌| 144/156 [09:59<00:49,  4.16s/it, loss=0.0569, v_num=tage]
  813. Epoch 38:  93%|█████▌| 145/156 [10:09<00:46,  4.20s/it, loss=0.0569, v_num=tage]
  814. Epoch 38:  94%|█████▌| 146/156 [10:09<00:41,  4.18s/it, loss=0.0569, v_num=tage]
  815. Epoch 38:  94%|█████▋| 147/156 [10:10<00:37,  4.15s/it, loss=0.0569, v_num=tage]
  816. Epoch 38:  95%|█████▋| 148/156 [10:10<00:33,  4.13s/it, loss=0.0569, v_num=tage]
  817. Epoch 38:  96%|█████▋| 149/156 [10:21<00:29,  4.17s/it, loss=0.0569, v_num=tage]
  818. Epoch 38:  96%|█████▊| 150/156 [10:22<00:24,  4.15s/it, loss=0.0569, v_num=tage]
  819. Epoch 38:  97%|█████▊| 151/156 [10:23<00:20,  4.13s/it, loss=0.0569, v_num=tage]
  820. Epoch 38:  97%|█████▊| 152/156 [10:23<00:16,  4.10s/it, loss=0.0569, v_num=tage]
  821. Epoch 38:  98%|█████▉| 153/156 [10:30<00:12,  4.12s/it, loss=0.0569, v_num=tage]
  822. Epoch 38:  99%|█████▉| 154/156 [10:30<00:08,  4.10s/it, loss=0.0569, v_num=tage]
  823. Epoch 38:  99%|█████▉| 155/156 [10:30<00:04,  4.07s/it, loss=0.0569, v_num=tage]
  824. Epoch 38: 100%|██████| 156/156 [10:31<00:00,  4.05s/it, loss=0.0569, v_num=tage]
  825. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.02s/it]
  826. Final Computed Validation Metrics: {'val_loss': tensor(0.0707, device='cuda:0'), 'val_acc': tensor(0.9916, device='cuda:0'), 'step': 38}
  827. Epoch 38: 100%|██████| 156/156 [10:31<00:00,  4.05s/it, loss=0.0569, v_num=tage]
  828. Epoch 39:  90%|██████▎| 140/156 [09:50<01:07,  4.22s/it, loss=0.055, v_num=tage]
  829. Validating: 0it [00:00, ?it/s]
  830. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  831. Epoch 39:  91%|██████▎| 142/156 [10:03<00:59,  4.25s/it, loss=0.055, v_num=tage]
  832. Epoch 39:  92%|██████▍| 143/156 [10:03<00:54,  4.22s/it, loss=0.055, v_num=tage]
  833. Epoch 39:  92%|██████▍| 144/156 [10:03<00:50,  4.19s/it, loss=0.055, v_num=tage]
  834. Epoch 39:  93%|██████▌| 145/156 [10:14<00:46,  4.24s/it, loss=0.055, v_num=tage]
  835. Epoch 39:  94%|██████▌| 146/156 [10:14<00:42,  4.21s/it, loss=0.055, v_num=tage]
  836. Epoch 39:  94%|██████▌| 147/156 [10:15<00:37,  4.19s/it, loss=0.055, v_num=tage]
  837. Epoch 39:  95%|██████▋| 148/156 [10:15<00:33,  4.16s/it, loss=0.055, v_num=tage]
  838. Epoch 39:  96%|██████▋| 149/156 [10:26<00:29,  4.20s/it, loss=0.055, v_num=tage]
  839. Epoch 39:  96%|██████▋| 150/156 [10:26<00:25,  4.18s/it, loss=0.055, v_num=tage]
  840. Epoch 39:  97%|██████▊| 151/156 [10:26<00:20,  4.15s/it, loss=0.055, v_num=tage]
  841. Epoch 39:  97%|██████▊| 152/156 [10:27<00:16,  4.13s/it, loss=0.055, v_num=tage]
  842. Epoch 39:  98%|██████▊| 153/156 [10:35<00:12,  4.15s/it, loss=0.055, v_num=tage]
  843. Epoch 39:  99%|██████▉| 154/156 [10:35<00:08,  4.13s/it, loss=0.055, v_num=tage]
  844. Epoch 39:  99%|██████▉| 155/156 [10:36<00:04,  4.10s/it, loss=0.055, v_num=tage]
  845. Epoch 39: 100%|███████| 156/156 [10:36<00:00,  4.08s/it, loss=0.055, v_num=tage]
  846. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.11s/it]
  847. Final Computed Validation Metrics: {'val_loss': tensor(0.0673, device='cuda:0'), 'val_acc': tensor(0.9919, device='cuda:0'), 'step': 39}
  848. Epoch 39: 100%|███████| 156/156 [10:36<00:00,  4.08s/it, loss=0.055, v_num=tage]
  849. Epoch 40:  90%|█████▍| 140/156 [09:51<01:07,  4.23s/it, loss=0.0521, v_num=tage]
  850. Validating: 0it [00:00, ?it/s]
  851. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  852. Epoch 40:  91%|█████▍| 142/156 [10:04<00:59,  4.26s/it, loss=0.0521, v_num=tage]
  853. Epoch 40:  92%|█████▌| 143/156 [10:04<00:54,  4.23s/it, loss=0.0521, v_num=tage]
  854. Epoch 40:  92%|█████▌| 144/156 [10:05<00:50,  4.20s/it, loss=0.0521, v_num=tage]
  855. Epoch 40:  93%|█████▌| 145/156 [10:14<00:46,  4.24s/it, loss=0.0521, v_num=tage]
  856. Epoch 40:  94%|█████▌| 146/156 [10:16<00:42,  4.22s/it, loss=0.0521, v_num=tage]
  857. Epoch 40:  94%|█████▋| 147/156 [10:16<00:37,  4.19s/it, loss=0.0521, v_num=tage]
  858. Epoch 40:  95%|█████▋| 148/156 [10:16<00:33,  4.17s/it, loss=0.0521, v_num=tage]
  859. Epoch 40:  96%|█████▋| 149/156 [10:26<00:29,  4.20s/it, loss=0.0521, v_num=tage]
  860. Epoch 40:  96%|█████▊| 150/156 [10:27<00:25,  4.18s/it, loss=0.0521, v_num=tage]
  861. Epoch 40:  97%|█████▊| 151/156 [10:27<00:20,  4.16s/it, loss=0.0521, v_num=tage]
  862. Epoch 40:  97%|█████▊| 152/156 [10:28<00:16,  4.13s/it, loss=0.0521, v_num=tage]
  863. Epoch 40:  98%|█████▉| 153/156 [10:36<00:12,  4.16s/it, loss=0.0521, v_num=tage]
  864. Epoch 40:  99%|█████▉| 154/156 [10:36<00:08,  4.14s/it, loss=0.0521, v_num=tage]
  865. Epoch 40:  99%|█████▉| 155/156 [10:37<00:04,  4.11s/it, loss=0.0521, v_num=tage]
  866. Epoch 40: 100%|██████| 156/156 [10:37<00:00,  4.09s/it, loss=0.0521, v_num=tage]
  867. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.11s/it]
  868. Final Computed Validation Metrics: {'val_loss': tensor(0.0693, device='cuda:0'), 'val_acc': tensor(0.9916, device='cuda:0'), 'step': 40}
  869. Epoch 40: 100%|██████| 156/156 [10:37<00:00,  4.09s/it, loss=0.0521, v_num=tage]
  870. Epoch 41:  90%|█████▍| 140/156 [09:52<01:07,  4.23s/it, loss=0.0498, v_num=tage]
  871. Validating: 0it [00:00, ?it/s]
  872. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  873. Epoch 41:  91%|█████▍| 142/156 [10:03<00:59,  4.25s/it, loss=0.0498, v_num=tage]
  874. Epoch 41:  92%|█████▌| 143/156 [10:04<00:54,  4.22s/it, loss=0.0498, v_num=tage]
  875. Epoch 41:  92%|█████▌| 144/156 [10:04<00:50,  4.20s/it, loss=0.0498, v_num=tage]
  876. Epoch 41:  93%|█████▌| 145/156 [10:15<00:46,  4.24s/it, loss=0.0498, v_num=tage]
  877. Epoch 41:  94%|█████▌| 146/156 [10:15<00:42,  4.22s/it, loss=0.0498, v_num=tage]
  878. Epoch 41:  94%|█████▋| 147/156 [10:16<00:37,  4.19s/it, loss=0.0498, v_num=tage]
  879. Epoch 41:  95%|█████▋| 148/156 [10:16<00:33,  4.17s/it, loss=0.0498, v_num=tage]
  880. Epoch 41:  96%|█████▋| 149/156 [10:26<00:29,  4.20s/it, loss=0.0498, v_num=tage]
  881. Epoch 41:  96%|█████▊| 150/156 [10:27<00:25,  4.18s/it, loss=0.0498, v_num=tage]
  882. Epoch 41:  97%|█████▊| 151/156 [10:28<00:20,  4.16s/it, loss=0.0498, v_num=tage]
  883. Epoch 41:  97%|█████▊| 152/156 [10:29<00:16,  4.14s/it, loss=0.0498, v_num=tage]
  884. Epoch 41:  98%|█████▉| 153/156 [10:35<00:12,  4.15s/it, loss=0.0498, v_num=tage]
  885. Epoch 41:  99%|█████▉| 154/156 [10:36<00:08,  4.13s/it, loss=0.0498, v_num=tage]
  886. Epoch 41:  99%|█████▉| 155/156 [10:37<00:04,  4.11s/it, loss=0.0498, v_num=tage]
  887. Epoch 41: 100%|██████| 156/156 [10:37<00:00,  4.09s/it, loss=0.0498, v_num=tage]
  888. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.17s/it]
  889. Final Computed Validation Metrics: {'val_loss': tensor(0.0677, device='cuda:0'), 'val_acc': tensor(0.9919, device='cuda:0'), 'step': 41}
  890. Epoch 41: 100%|██████| 156/156 [10:37<00:00,  4.09s/it, loss=0.0498, v_num=tage]
  891. Epoch 42:  90%|█████▍| 140/156 [09:50<01:07,  4.22s/it, loss=0.0496, v_num=tage]
  892. Validating: 0it [00:00, ?it/s]
  893. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  894. Epoch 42:  91%|█████▍| 142/156 [10:03<00:59,  4.25s/it, loss=0.0496, v_num=tage]
  895. Epoch 42:  92%|█████▌| 143/156 [10:03<00:54,  4.22s/it, loss=0.0496, v_num=tage]
  896. Epoch 42:  92%|█████▌| 144/156 [10:04<00:50,  4.20s/it, loss=0.0496, v_num=tage]
  897. Epoch 42:  93%|█████▌| 145/156 [10:16<00:46,  4.25s/it, loss=0.0496, v_num=tage]
  898. Epoch 42:  94%|█████▌| 146/156 [10:17<00:42,  4.23s/it, loss=0.0496, v_num=tage]
  899. Epoch 42:  94%|█████▋| 147/156 [10:17<00:37,  4.20s/it, loss=0.0496, v_num=tage]
  900. Epoch 42:  95%|█████▋| 148/156 [10:18<00:33,  4.18s/it, loss=0.0496, v_num=tage]
  901. Epoch 42:  96%|█████▋| 149/156 [10:27<00:29,  4.21s/it, loss=0.0496, v_num=tage]
  902. Epoch 42:  96%|█████▊| 150/156 [10:28<00:25,  4.19s/it, loss=0.0496, v_num=tage]
  903. Epoch 42:  97%|█████▊| 151/156 [10:28<00:20,  4.16s/it, loss=0.0496, v_num=tage]
  904. Epoch 42:  97%|█████▊| 152/156 [10:29<00:16,  4.14s/it, loss=0.0496, v_num=tage]
  905. Epoch 42:  98%|█████▉| 153/156 [10:36<00:12,  4.16s/it, loss=0.0496, v_num=tage]
  906. Epoch 42:  99%|█████▉| 154/156 [10:37<00:08,  4.14s/it, loss=0.0496, v_num=tage]
  907. Epoch 42:  99%|█████▉| 155/156 [10:37<00:04,  4.11s/it, loss=0.0496, v_num=tage]
  908. Epoch 42: 100%|██████| 156/156 [10:37<00:00,  4.09s/it, loss=0.0496, v_num=tage]
  909. Validating: 100%|███████████████████████████████| 16/16 [00:47<00:00,  1.05s/it]
  910. Final Computed Validation Metrics: {'val_loss': tensor(0.0689, device='cuda:0'), 'val_acc': tensor(0.9919, device='cuda:0'), 'step': 42}
  911. Epoch 42: 100%|██████| 156/156 [10:37<00:00,  4.09s/it, loss=0.0496, v_num=tage]
  912. Epoch 43:  90%|█████▍| 140/156 [09:53<01:07,  4.24s/it, loss=0.0495, v_num=tage]
  913. Validating: 0it [00:00, ?it/s]
  914. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  915. Epoch 43:  91%|█████▍| 142/156 [10:05<00:59,  4.26s/it, loss=0.0495, v_num=tage]
  916. Epoch 43:  92%|█████▌| 143/156 [10:06<00:55,  4.24s/it, loss=0.0495, v_num=tage]
  917. Epoch 43:  92%|█████▌| 144/156 [10:06<00:50,  4.21s/it, loss=0.0495, v_num=tage]
  918. Epoch 43:  93%|█████▌| 145/156 [10:16<00:46,  4.25s/it, loss=0.0495, v_num=tage]
  919. Epoch 43:  94%|█████▌| 146/156 [10:17<00:42,  4.23s/it, loss=0.0495, v_num=tage]
  920. Epoch 43:  94%|█████▋| 147/156 [10:18<00:37,  4.20s/it, loss=0.0495, v_num=tage]
  921. Epoch 43:  95%|█████▋| 148/156 [10:18<00:33,  4.18s/it, loss=0.0495, v_num=tage]
  922. Epoch 43:  96%|█████▋| 149/156 [10:29<00:29,  4.22s/it, loss=0.0495, v_num=tage]
  923. Epoch 43:  96%|█████▊| 150/156 [10:29<00:25,  4.20s/it, loss=0.0495, v_num=tage]
  924. Epoch 43:  97%|█████▊| 151/156 [10:30<00:20,  4.17s/it, loss=0.0495, v_num=tage]
  925. Epoch 43:  97%|█████▊| 152/156 [10:30<00:16,  4.15s/it, loss=0.0495, v_num=tage]
  926. Epoch 43:  98%|█████▉| 153/156 [10:37<00:12,  4.17s/it, loss=0.0495, v_num=tage]
  927. Epoch 43:  99%|█████▉| 154/156 [10:38<00:08,  4.14s/it, loss=0.0495, v_num=tage]
  928. Epoch 43:  99%|█████▉| 155/156 [10:38<00:04,  4.12s/it, loss=0.0495, v_num=tage]
  929. Epoch 43: 100%|██████| 156/156 [10:38<00:00,  4.09s/it, loss=0.0495, v_num=tage]
  930. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.05s/it]
  931. Final Computed Validation Metrics: {'val_loss': tensor(0.0674, device='cuda:0'), 'val_acc': tensor(0.9919, device='cuda:0'), 'step': 43}
  932. Epoch 43: 100%|██████| 156/156 [10:38<00:00,  4.10s/it, loss=0.0495, v_num=tage]
  933. Epoch 44:  90%|█████▍| 140/156 [09:49<01:07,  4.21s/it, loss=0.0484, v_num=tage]
  934. Validating: 0it [00:00, ?it/s]
  935. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  936. Epoch 44:  91%|█████▍| 142/156 [10:01<00:59,  4.24s/it, loss=0.0484, v_num=tage]
  937. Epoch 44:  92%|█████▌| 143/156 [10:02<00:54,  4.21s/it, loss=0.0484, v_num=tage]
  938. Epoch 44:  92%|█████▌| 144/156 [10:03<00:50,  4.19s/it, loss=0.0484, v_num=tage]
  939. Epoch 44:  93%|█████▌| 145/156 [10:16<00:46,  4.25s/it, loss=0.0484, v_num=tage]
  940. Epoch 44:  94%|█████▌| 146/156 [10:16<00:42,  4.22s/it, loss=0.0484, v_num=tage]
  941. Epoch 44:  94%|█████▋| 147/156 [10:17<00:37,  4.20s/it, loss=0.0484, v_num=tage]
  942. Epoch 44:  95%|█████▋| 148/156 [10:17<00:33,  4.18s/it, loss=0.0484, v_num=tage]
  943. Epoch 44:  96%|█████▋| 149/156 [10:26<00:29,  4.21s/it, loss=0.0484, v_num=tage]
  944. Epoch 44:  96%|█████▊| 150/156 [10:27<00:25,  4.18s/it, loss=0.0484, v_num=tage]
  945. Epoch 44:  97%|█████▊| 151/156 [10:28<00:20,  4.16s/it, loss=0.0484, v_num=tage]
  946. Epoch 44:  97%|█████▊| 152/156 [10:28<00:16,  4.14s/it, loss=0.0484, v_num=tage]
  947. Epoch 44:  98%|█████▉| 153/156 [10:35<00:12,  4.15s/it, loss=0.0484, v_num=tage]
  948. Epoch 44:  99%|█████▉| 154/156 [10:35<00:08,  4.13s/it, loss=0.0484, v_num=tage]
  949. Epoch 44:  99%|█████▉| 155/156 [10:35<00:04,  4.10s/it, loss=0.0484, v_num=tage]
  950. Epoch 44: 100%|██████| 156/156 [10:36<00:00,  4.08s/it, loss=0.0484, v_num=tage]
  951. Validating: 100%|███████████████████████████████| 16/16 [00:46<00:00,  1.01s/it]
  952. Final Computed Validation Metrics: {'val_loss': tensor(0.0681, device='cuda:0'), 'val_acc': tensor(0.9920, device='cuda:0'), 'step': 44}
  953. Epoch 44: 100%|██████| 156/156 [10:36<00:00,  4.08s/it, loss=0.0484, v_num=tage]
  954. Epoch 45:  90%|█████▍| 140/156 [09:47<01:07,  4.19s/it, loss=0.0467, v_num=tage]
  955. Validating: 0it [00:00, ?it/s]
  956. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  957. Epoch 45:  91%|█████▍| 142/156 [09:59<00:59,  4.22s/it, loss=0.0467, v_num=tage]
  958. Epoch 45:  92%|█████▌| 143/156 [10:00<00:54,  4.20s/it, loss=0.0467, v_num=tage]
  959. Epoch 45:  92%|█████▌| 144/156 [10:00<00:50,  4.17s/it, loss=0.0467, v_num=tage]
  960. Epoch 45:  93%|█████▌| 145/156 [10:13<00:46,  4.23s/it, loss=0.0467, v_num=tage]
  961. Epoch 45:  94%|█████▌| 146/156 [10:13<00:42,  4.20s/it, loss=0.0467, v_num=tage]
  962. Epoch 45:  94%|█████▋| 147/156 [10:13<00:37,  4.18s/it, loss=0.0467, v_num=tage]
  963. Epoch 45:  95%|█████▋| 148/156 [10:14<00:33,  4.15s/it, loss=0.0467, v_num=tage]
  964. Epoch 45:  96%|█████▋| 149/156 [10:24<00:29,  4.19s/it, loss=0.0467, v_num=tage]
  965. Epoch 45:  96%|█████▊| 150/156 [10:24<00:24,  4.16s/it, loss=0.0467, v_num=tage]
  966. Epoch 45:  97%|█████▊| 151/156 [10:24<00:20,  4.14s/it, loss=0.0467, v_num=tage]
  967. Epoch 45:  97%|█████▊| 152/156 [10:25<00:16,  4.11s/it, loss=0.0467, v_num=tage]
  968. Epoch 45:  98%|█████▉| 153/156 [10:33<00:12,  4.14s/it, loss=0.0467, v_num=tage]
  969. Epoch 45:  99%|█████▉| 154/156 [10:33<00:08,  4.12s/it, loss=0.0467, v_num=tage]
  970. Epoch 45:  99%|█████▉| 155/156 [10:34<00:04,  4.09s/it, loss=0.0467, v_num=tage]
  971. Epoch 45: 100%|██████| 156/156 [10:34<00:00,  4.07s/it, loss=0.0467, v_num=tage]
  972. Validating: 100%|███████████████████████████████| 16/16 [00:47<00:00,  1.08s/it]
  973. Final Computed Validation Metrics: {'val_loss': tensor(0.0694, device='cuda:0'), 'val_acc': tensor(0.9920, device='cuda:0'), 'step': 45}
  974. Epoch 45: 100%|██████| 156/156 [10:34<00:00,  4.07s/it, loss=0.0467, v_num=tage]
  975. Epoch 46:  90%|█████▍| 140/156 [09:46<01:07,  4.19s/it, loss=0.0462, v_num=tage]
  976. Validating: 0it [00:00, ?it/s]
  977. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  978. Epoch 46:  91%|█████▍| 142/156 [09:58<00:59,  4.22s/it, loss=0.0462, v_num=tage]
  979. Epoch 46:  92%|█████▌| 143/156 [09:59<00:54,  4.19s/it, loss=0.0462, v_num=tage]
  980. Epoch 46:  92%|█████▌| 144/156 [09:59<00:49,  4.17s/it, loss=0.0462, v_num=tage]
  981. Epoch 46:  93%|█████▌| 145/156 [10:09<00:46,  4.21s/it, loss=0.0462, v_num=tage]
  982. Epoch 46:  94%|█████▌| 146/156 [10:10<00:41,  4.18s/it, loss=0.0462, v_num=tage]
  983. Epoch 46:  94%|█████▋| 147/156 [10:10<00:37,  4.15s/it, loss=0.0462, v_num=tage]
  984. Epoch 46:  95%|█████▋| 148/156 [10:11<00:33,  4.13s/it, loss=0.0462, v_num=tage]
  985. Epoch 46:  96%|█████▋| 149/156 [10:21<00:29,  4.17s/it, loss=0.0462, v_num=tage]
  986. Epoch 46:  96%|█████▊| 150/156 [10:21<00:24,  4.15s/it, loss=0.0462, v_num=tage]
  987. Epoch 46:  97%|█████▊| 151/156 [10:22<00:20,  4.12s/it, loss=0.0462, v_num=tage]
  988. Epoch 46:  97%|█████▊| 152/156 [10:23<00:16,  4.10s/it, loss=0.0462, v_num=tage]
  989. Epoch 46:  98%|█████▉| 153/156 [10:30<00:12,  4.12s/it, loss=0.0462, v_num=tage]
  990. Epoch 46:  99%|█████▉| 154/156 [10:31<00:08,  4.10s/it, loss=0.0462, v_num=tage]
  991. Epoch 46:  99%|█████▉| 155/156 [10:31<00:04,  4.07s/it, loss=0.0462, v_num=tage]
  992. Epoch 46: 100%|██████| 156/156 [10:31<00:00,  4.05s/it, loss=0.0462, v_num=tage]
  993. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.06s/it]
  994. Final Computed Validation Metrics: {'val_loss': tensor(0.0663, device='cuda:0'), 'val_acc': tensor(0.9921, device='cuda:0'), 'step': 46}
  995. Epoch 46: 100%|██████| 156/156 [10:31<00:00,  4.05s/it, loss=0.0462, v_num=tage]
  996. Epoch 47:  90%|█████▍| 140/156 [09:46<01:07,  4.19s/it, loss=0.0463, v_num=tage]
  997. Validating: 0it [00:00, ?it/s]
  998. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  999. Epoch 47:  91%|█████▍| 142/156 [09:59<00:59,  4.22s/it, loss=0.0463, v_num=tage]
  1000. Epoch 47:  92%|█████▌| 143/156 [10:00<00:54,  4.20s/it, loss=0.0463, v_num=tage]
  1001. Epoch 47:  92%|█████▌| 144/156 [10:00<00:50,  4.17s/it, loss=0.0463, v_num=tage]
  1002. Epoch 47:  93%|█████▌| 145/156 [10:10<00:46,  4.21s/it, loss=0.0463, v_num=tage]
  1003. Epoch 47:  94%|█████▌| 146/156 [10:11<00:41,  4.19s/it, loss=0.0463, v_num=tage]
  1004. Epoch 47:  94%|█████▋| 147/156 [10:11<00:37,  4.16s/it, loss=0.0463, v_num=tage]
  1005. Epoch 47:  95%|█████▋| 148/156 [10:12<00:33,  4.14s/it, loss=0.0463, v_num=tage]
  1006. Epoch 47:  96%|█████▋| 149/156 [10:22<00:29,  4.18s/it, loss=0.0463, v_num=tage]
  1007. Epoch 47:  96%|█████▊| 150/156 [10:23<00:24,  4.16s/it, loss=0.0463, v_num=tage]
  1008. Epoch 47:  97%|█████▊| 151/156 [10:24<00:20,  4.14s/it, loss=0.0463, v_num=tage]
  1009. Epoch 47:  97%|█████▊| 152/156 [10:24<00:16,  4.11s/it, loss=0.0463, v_num=tage]
  1010. Epoch 47:  98%|█████▉| 153/156 [10:31<00:12,  4.13s/it, loss=0.0463, v_num=tage]
  1011. Epoch 47:  99%|█████▉| 154/156 [10:31<00:08,  4.10s/it, loss=0.0463, v_num=tage]
  1012. Epoch 47:  99%|█████▉| 155/156 [10:31<00:04,  4.08s/it, loss=0.0463, v_num=tage]
  1013. Epoch 47: 100%|██████| 156/156 [10:32<00:00,  4.05s/it, loss=0.0463, v_num=tage]
  1014. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.00s/it]
  1015. Final Computed Validation Metrics: {'val_loss': tensor(0.0678, device='cuda:0'), 'val_acc': tensor(0.9920, device='cuda:0'), 'step': 47}
  1016. Epoch 47: 100%|██████| 156/156 [10:32<00:00,  4.05s/it, loss=0.0463, v_num=tage]
  1017. Epoch 48:  90%|██████▎| 140/156 [09:43<01:06,  4.17s/it, loss=0.045, v_num=tage]
  1018. Validating: 0it [00:00, ?it/s]
  1019. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1020. Epoch 48:  91%|██████▎| 142/156 [09:56<00:58,  4.20s/it, loss=0.045, v_num=tage]
  1021. Epoch 48:  92%|██████▍| 143/156 [09:56<00:54,  4.17s/it, loss=0.045, v_num=tage]
  1022. Epoch 48:  92%|██████▍| 144/156 [09:57<00:49,  4.15s/it, loss=0.045, v_num=tage]
  1023. Epoch 48:  93%|██████▌| 145/156 [10:07<00:46,  4.19s/it, loss=0.045, v_num=tage]
  1024. Epoch 48:  94%|██████▌| 146/156 [10:08<00:41,  4.17s/it, loss=0.045, v_num=tage]
  1025. Epoch 48:  94%|██████▌| 147/156 [10:08<00:37,  4.14s/it, loss=0.045, v_num=tage]
  1026. Epoch 48:  95%|██████▋| 148/156 [10:09<00:32,  4.12s/it, loss=0.045, v_num=tage]
  1027. Epoch 48:  96%|██████▋| 149/156 [10:21<00:29,  4.17s/it, loss=0.045, v_num=tage]
  1028. Epoch 48:  96%|██████▋| 150/156 [10:22<00:24,  4.15s/it, loss=0.045, v_num=tage]
  1029. Epoch 48:  97%|██████▊| 151/156 [10:22<00:20,  4.12s/it, loss=0.045, v_num=tage]
  1030. Epoch 48:  97%|██████▊| 152/156 [10:22<00:16,  4.10s/it, loss=0.045, v_num=tage]
  1031. Epoch 48:  98%|██████▊| 153/156 [10:31<00:12,  4.13s/it, loss=0.045, v_num=tage]
  1032. Epoch 48:  99%|██████▉| 154/156 [10:31<00:08,  4.10s/it, loss=0.045, v_num=tage]
  1033. Epoch 48:  99%|██████▉| 155/156 [10:31<00:04,  4.08s/it, loss=0.045, v_num=tage]
  1034. Epoch 48: 100%|███████| 156/156 [10:32<00:00,  4.05s/it, loss=0.045, v_num=tage]
  1035. Validating: 100%|███████████████████████████████| 16/16 [00:48<00:00,  1.15s/it]
  1036. Final Computed Validation Metrics: {'val_loss': tensor(0.0654, device='cuda:0'), 'val_acc': tensor(0.9926, device='cuda:0'), 'step': 48}
  1037. Epoch 48: 100%|███████| 156/156 [10:32<00:00,  4.05s/it, loss=0.045, v_num=tage]
  1038. Epoch 49:  90%|██████▎| 140/156 [09:43<01:06,  4.17s/it, loss=0.044, v_num=tage]
  1039. Validating: 0it [00:00, ?it/s]
  1040. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1041. Epoch 49:  91%|██████▎| 142/156 [09:56<00:58,  4.20s/it, loss=0.044, v_num=tage]
  1042. Epoch 49:  92%|██████▍| 143/156 [09:56<00:54,  4.17s/it, loss=0.044, v_num=tage]
  1043. Epoch 49:  92%|██████▍| 144/156 [09:57<00:49,  4.15s/it, loss=0.044, v_num=tage]
  1044. Epoch 49:  93%|██████▌| 145/156 [10:08<00:46,  4.20s/it, loss=0.044, v_num=tage]
  1045. Epoch 49:  94%|██████▌| 146/156 [10:09<00:41,  4.17s/it, loss=0.044, v_num=tage]
  1046. Epoch 49:  94%|██████▌| 147/156 [10:09<00:37,  4.14s/it, loss=0.044, v_num=tage]
  1047. Epoch 49:  95%|██████▋| 148/156 [10:09<00:32,  4.12s/it, loss=0.044, v_num=tage]
  1048. Epoch 49:  96%|██████▋| 149/156 [10:20<00:29,  4.16s/it, loss=0.044, v_num=tage]
  1049. Epoch 49:  96%|██████▋| 150/156 [10:20<00:24,  4.14s/it, loss=0.044, v_num=tage]
  1050. Epoch 49:  97%|██████▊| 151/156 [10:21<00:20,  4.11s/it, loss=0.044, v_num=tage]
  1051. Epoch 49:  97%|██████▊| 152/156 [10:21<00:16,  4.09s/it, loss=0.044, v_num=tage]
  1052. Epoch 49:  98%|██████▊| 153/156 [10:29<00:12,  4.11s/it, loss=0.044, v_num=tage]
  1053. Epoch 49:  99%|██████▉| 154/156 [10:29<00:08,  4.09s/it, loss=0.044, v_num=tage]
  1054. Epoch 49:  99%|██████▉| 155/156 [10:29<00:04,  4.06s/it, loss=0.044, v_num=tage]
  1055. Epoch 49: 100%|███████| 156/156 [10:29<00:00,  4.04s/it, loss=0.044, v_num=tage]
  1056. Validating: 100%|███████████████████████████████| 16/16 [00:46<00:00,  1.03s/it]
  1057. Final Computed Validation Metrics: {'val_loss': tensor(0.0662, device='cuda:0'), 'val_acc': tensor(0.9922, device='cuda:0'), 'step': 49}
  1058. Epoch 49: 100%|███████| 156/156 [10:30<00:00,  4.04s/it, loss=0.044, v_num=tage]
  1059. Epoch 50:  90%|█████▍| 140/156 [09:45<01:06,  4.18s/it, loss=0.0444, v_num=tage]
  1060. Validating: 0it [00:00, ?it/s]
  1061. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1062. Epoch 50:  91%|█████▍| 142/156 [09:57<00:58,  4.21s/it, loss=0.0444, v_num=tage]
  1063. Epoch 50:  92%|█████▌| 143/156 [09:57<00:54,  4.18s/it, loss=0.0444, v_num=tage]
  1064. Epoch 50:  92%|█████▌| 144/156 [09:58<00:49,  4.15s/it, loss=0.0444, v_num=tage]
  1065. Epoch 50:  93%|█████▌| 145/156 [10:08<00:46,  4.20s/it, loss=0.0444, v_num=tage]
  1066. Epoch 50:  94%|█████▌| 146/156 [10:08<00:41,  4.17s/it, loss=0.0444, v_num=tage]
  1067. Epoch 50:  94%|█████▋| 147/156 [10:09<00:37,  4.14s/it, loss=0.0444, v_num=tage]
  1068. Epoch 50:  95%|█████▋| 148/156 [10:09<00:32,  4.12s/it, loss=0.0444, v_num=tage]
  1069. Epoch 50:  96%|█████▋| 149/156 [10:20<00:29,  4.17s/it, loss=0.0444, v_num=tage]
  1070. Epoch 50:  96%|█████▊| 150/156 [10:21<00:24,  4.14s/it, loss=0.0444, v_num=tage]
  1071. Epoch 50:  97%|█████▊| 151/156 [10:21<00:20,  4.12s/it, loss=0.0444, v_num=tage]
  1072. Epoch 50:  97%|█████▊| 152/156 [10:22<00:16,  4.09s/it, loss=0.0444, v_num=tage]
  1073. Epoch 50:  98%|█████▉| 153/156 [10:29<00:12,  4.11s/it, loss=0.0444, v_num=tage]
  1074. Epoch 50:  99%|█████▉| 154/156 [10:29<00:08,  4.09s/it, loss=0.0444, v_num=tage]
  1075. Epoch 50:  99%|█████▉| 155/156 [10:29<00:04,  4.06s/it, loss=0.0444, v_num=tage]
  1076. Epoch 50: 100%|██████| 156/156 [10:29<00:00,  4.04s/it, loss=0.0444, v_num=tage]
  1077. Validating: 100%|███████████████████████████████| 16/16 [00:44<00:00,  1.01s/it]
  1078. Final Computed Validation Metrics: {'val_loss': tensor(0.0667, device='cuda:0'), 'val_acc': tensor(0.9922, device='cuda:0'), 'step': 50}
  1079. Epoch 50: 100%|██████| 156/156 [10:30<00:00,  4.04s/it, loss=0.0444, v_num=tage]
  1080. Epoch 51:  90%|█████▍| 140/156 [09:45<01:06,  4.18s/it, loss=0.0424, v_num=tage]
  1081. Validating: 0it [00:00, ?it/s]
  1082. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1083. Epoch 51:  91%|█████▍| 142/156 [09:57<00:58,  4.21s/it, loss=0.0424, v_num=tage]
  1084. Epoch 51:  92%|█████▌| 143/156 [09:57<00:54,  4.18s/it, loss=0.0424, v_num=tage]
  1085. Epoch 51:  92%|█████▌| 144/156 [09:58<00:49,  4.16s/it, loss=0.0424, v_num=tage]
  1086. Epoch 51:  93%|█████▌| 145/156 [10:09<00:46,  4.20s/it, loss=0.0424, v_num=tage]
  1087. Epoch 51:  94%|█████▌| 146/156 [10:09<00:41,  4.18s/it, loss=0.0424, v_num=tage]
  1088. Epoch 51:  94%|█████▋| 147/156 [10:10<00:37,  4.15s/it, loss=0.0424, v_num=tage]
  1089. Epoch 51:  95%|█████▋| 148/156 [10:10<00:33,  4.13s/it, loss=0.0424, v_num=tage]
  1090. Epoch 51:  96%|█████▋| 149/156 [10:21<00:29,  4.17s/it, loss=0.0424, v_num=tage]
  1091. Epoch 51:  96%|█████▊| 150/156 [10:22<00:24,  4.15s/it, loss=0.0424, v_num=tage]
  1092. Epoch 51:  97%|█████▊| 151/156 [10:22<00:20,  4.13s/it, loss=0.0424, v_num=tage]
  1093. Epoch 51:  97%|█████▊| 152/156 [10:23<00:16,  4.10s/it, loss=0.0424, v_num=tage]
  1094. Epoch 51:  98%|█████▉| 153/156 [10:32<00:12,  4.13s/it, loss=0.0424, v_num=tage]
  1095. Epoch 51:  99%|█████▉| 154/156 [10:32<00:08,  4.11s/it, loss=0.0424, v_num=tage]
  1096. Epoch 51:  99%|█████▉| 155/156 [10:32<00:04,  4.08s/it, loss=0.0424, v_num=tage]
  1097. Epoch 51: 100%|██████| 156/156 [10:32<00:00,  4.06s/it, loss=0.0424, v_num=tage]
  1098. Validating: 100%|███████████████████████████████| 16/16 [00:47<00:00,  1.14s/it]
  1099. Final Computed Validation Metrics: {'val_loss': tensor(0.0666, device='cuda:0'), 'val_acc': tensor(0.9922, device='cuda:0'), 'step': 51}
  1100. Epoch 51: 100%|██████| 156/156 [10:33<00:00,  4.06s/it, loss=0.0424, v_num=tage]
  1101. Epoch 52:  90%|█████▍| 140/156 [09:46<01:06,  4.19s/it, loss=0.0436, v_num=tage]
  1102. Validating: 0it [00:00, ?it/s]
  1103. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1104. Epoch 52:  91%|█████▍| 142/156 [09:57<00:58,  4.21s/it, loss=0.0436, v_num=tage]
  1105. Epoch 52:  92%|█████▌| 143/156 [09:58<00:54,  4.18s/it, loss=0.0436, v_num=tage]
  1106. Epoch 52:  92%|█████▌| 144/156 [09:58<00:49,  4.16s/it, loss=0.0436, v_num=tage]
  1107. Epoch 52:  93%|█████▌| 145/156 [10:09<00:46,  4.20s/it, loss=0.0436, v_num=tage]
  1108. Epoch 52:  94%|█████▌| 146/156 [10:10<00:41,  4.18s/it, loss=0.0436, v_num=tage]
  1109. Epoch 52:  94%|█████▋| 147/156 [10:10<00:37,  4.15s/it, loss=0.0436, v_num=tage]
  1110. Epoch 52:  95%|█████▋| 148/156 [10:11<00:33,  4.13s/it, loss=0.0436, v_num=tage]
  1111. Epoch 52:  96%|█████▋| 149/156 [10:21<00:29,  4.17s/it, loss=0.0436, v_num=tage]
  1112. Epoch 52:  96%|█████▊| 150/156 [10:21<00:24,  4.14s/it, loss=0.0436, v_num=tage]
  1113. Epoch 52:  97%|█████▊| 151/156 [10:22<00:20,  4.12s/it, loss=0.0436, v_num=tage]
  1114. Epoch 52:  97%|█████▊| 152/156 [10:22<00:16,  4.10s/it, loss=0.0436, v_num=tage]
  1115. Epoch 52:  98%|█████▉| 153/156 [10:29<00:12,  4.12s/it, loss=0.0436, v_num=tage]
  1116. Epoch 52:  99%|█████▉| 154/156 [10:30<00:08,  4.09s/it, loss=0.0436, v_num=tage]
  1117. Epoch 52:  99%|█████▉| 155/156 [10:30<00:04,  4.07s/it, loss=0.0436, v_num=tage]
  1118. Epoch 52: 100%|██████| 156/156 [10:30<00:00,  4.04s/it, loss=0.0436, v_num=tage]
  1119. Validating: 100%|███████████████████████████████| 16/16 [00:44<00:00,  1.04s/it]
  1120. Final Computed Validation Metrics: {'val_loss': tensor(0.0672, device='cuda:0'), 'val_acc': tensor(0.9922, device='cuda:0'), 'step': 52}
  1121. Epoch 52: 100%|██████| 156/156 [10:31<00:00,  4.05s/it, loss=0.0436, v_num=tage]
  1122. Epoch 53:  90%|█████▍| 140/156 [09:49<01:07,  4.21s/it, loss=0.0415, v_num=tage]
  1123. Validating: 0it [00:00, ?it/s]
  1124. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1125. Epoch 53:  91%|█████▍| 142/156 [10:02<00:59,  4.24s/it, loss=0.0415, v_num=tage]
  1126. Epoch 53:  92%|█████▌| 143/156 [10:03<00:54,  4.22s/it, loss=0.0415, v_num=tage]
  1127. Epoch 53:  92%|█████▌| 144/156 [10:03<00:50,  4.19s/it, loss=0.0415, v_num=tage]
  1128. Epoch 53:  93%|█████▌| 145/156 [10:12<00:46,  4.22s/it, loss=0.0415, v_num=tage]
  1129. Epoch 53:  94%|█████▌| 146/156 [10:14<00:42,  4.21s/it, loss=0.0415, v_num=tage]
  1130. Epoch 53:  94%|█████▋| 147/156 [10:14<00:37,  4.18s/it, loss=0.0415, v_num=tage]
  1131. Epoch 53:  95%|█████▋| 148/156 [10:15<00:33,  4.16s/it, loss=0.0415, v_num=tage]
  1132. Epoch 53:  96%|█████▋| 149/156 [10:23<00:29,  4.18s/it, loss=0.0415, v_num=tage]
  1133. Epoch 53:  96%|█████▊| 150/156 [10:25<00:25,  4.17s/it, loss=0.0415, v_num=tage]
  1134. Epoch 53:  97%|█████▊| 151/156 [10:26<00:20,  4.15s/it, loss=0.0415, v_num=tage]
  1135. Epoch 53:  97%|█████▊| 152/156 [10:27<00:16,  4.13s/it, loss=0.0415, v_num=tage]
  1136. Epoch 53:  98%|█████▉| 153/156 [10:33<00:12,  4.14s/it, loss=0.0415, v_num=tage]
  1137. Epoch 53:  99%|█████▉| 154/156 [10:34<00:08,  4.12s/it, loss=0.0415, v_num=tage]
  1138. Epoch 53:  99%|█████▉| 155/156 [10:34<00:04,  4.09s/it, loss=0.0415, v_num=tage]
  1139. Epoch 53: 100%|██████| 156/156 [10:35<00:00,  4.07s/it, loss=0.0415, v_num=tage]
  1140. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.11s/it]
  1141. Final Computed Validation Metrics: {'val_loss': tensor(0.0669, device='cuda:0'), 'val_acc': tensor(0.9922, device='cuda:0'), 'step': 53}
  1142. Epoch 53: 100%|██████| 156/156 [10:35<00:00,  4.07s/it, loss=0.0415, v_num=tage]
  1143. Epoch 54:  90%|█████▍| 140/156 [09:50<01:07,  4.22s/it, loss=0.0429, v_num=tage]
  1144. Validating: 0it [00:00, ?it/s]
  1145. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1146. Epoch 54:  91%|█████▍| 142/156 [10:03<00:59,  4.25s/it, loss=0.0429, v_num=tage]
  1147. Epoch 54:  92%|█████▌| 143/156 [10:03<00:54,  4.22s/it, loss=0.0429, v_num=tage]
  1148. Epoch 54:  92%|█████▌| 144/156 [10:03<00:50,  4.19s/it, loss=0.0429, v_num=tage]
  1149. Epoch 54:  93%|█████▌| 145/156 [10:14<00:46,  4.24s/it, loss=0.0429, v_num=tage]
  1150. Epoch 54:  94%|█████▌| 146/156 [10:15<00:42,  4.21s/it, loss=0.0429, v_num=tage]
  1151. Epoch 54:  94%|█████▋| 147/156 [10:15<00:37,  4.19s/it, loss=0.0429, v_num=tage]
  1152. Epoch 54:  95%|█████▋| 148/156 [10:15<00:33,  4.16s/it, loss=0.0429, v_num=tage]
  1153. Epoch 54:  96%|█████▋| 149/156 [10:28<00:29,  4.22s/it, loss=0.0429, v_num=tage]
  1154. Epoch 54:  96%|█████▊| 150/156 [10:29<00:25,  4.20s/it, loss=0.0429, v_num=tage]
  1155. Epoch 54:  97%|█████▊| 151/156 [10:30<00:20,  4.17s/it, loss=0.0429, v_num=tage]
  1156. Epoch 54:  97%|█████▊| 152/156 [10:30<00:16,  4.15s/it, loss=0.0429, v_num=tage]
  1157. Epoch 54:  98%|█████▉| 153/156 [10:37<00:12,  4.17s/it, loss=0.0429, v_num=tage]
  1158. Epoch 54:  99%|█████▉| 154/156 [10:38<00:08,  4.15s/it, loss=0.0429, v_num=tage]
  1159. Epoch 54:  99%|█████▉| 155/156 [10:39<00:04,  4.12s/it, loss=0.0429, v_num=tage]
  1160. Epoch 54: 100%|██████| 156/156 [10:39<00:00,  4.10s/it, loss=0.0429, v_num=tage]
  1161. Validating: 100%|███████████████████████████████| 16/16 [00:48<00:00,  1.17s/it]
  1162. Final Computed Validation Metrics: {'val_loss': tensor(0.0706, device='cuda:0'), 'val_acc': tensor(0.9920, device='cuda:0'), 'step': 54}
  1163. Epoch 54: 100%|██████| 156/156 [10:39<00:00,  4.10s/it, loss=0.0429, v_num=tage]
  1164. Epoch 55:  90%|█████▍| 140/156 [09:48<01:07,  4.20s/it, loss=0.0426, v_num=tage]
  1165. Validating: 0it [00:00, ?it/s]
  1166. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1167. Epoch 55:  91%|█████▍| 142/156 [09:59<00:59,  4.23s/it, loss=0.0426, v_num=tage]
  1168. Epoch 55:  92%|█████▌| 143/156 [10:00<00:54,  4.20s/it, loss=0.0426, v_num=tage]
  1169. Epoch 55:  92%|█████▌| 144/156 [10:00<00:50,  4.17s/it, loss=0.0426, v_num=tage]
  1170. Epoch 55:  93%|█████▌| 145/156 [10:10<00:46,  4.21s/it, loss=0.0426, v_num=tage]
  1171. Epoch 55:  94%|█████▌| 146/156 [10:11<00:41,  4.19s/it, loss=0.0426, v_num=tage]
  1172. Epoch 55:  94%|█████▋| 147/156 [10:12<00:37,  4.16s/it, loss=0.0426, v_num=tage]
  1173. Epoch 55:  95%|█████▋| 148/156 [10:12<00:33,  4.14s/it, loss=0.0426, v_num=tage]
  1174. Epoch 55:  96%|█████▋| 149/156 [10:22<00:29,  4.18s/it, loss=0.0426, v_num=tage]
  1175. Epoch 55:  96%|█████▊| 150/156 [10:23<00:24,  4.16s/it, loss=0.0426, v_num=tage]
  1176. Epoch 55:  97%|█████▊| 151/156 [10:23<00:20,  4.13s/it, loss=0.0426, v_num=tage]
  1177. Epoch 55:  97%|█████▊| 152/156 [10:24<00:16,  4.11s/it, loss=0.0426, v_num=tage]
  1178. Epoch 55:  98%|█████▉| 153/156 [10:31<00:12,  4.13s/it, loss=0.0426, v_num=tage]
  1179. Epoch 55:  99%|█████▉| 154/156 [10:32<00:08,  4.10s/it, loss=0.0426, v_num=tage]
  1180. Epoch 55:  99%|█████▉| 155/156 [10:32<00:04,  4.08s/it, loss=0.0426, v_num=tage]
  1181. Epoch 55: 100%|██████| 156/156 [10:32<00:00,  4.06s/it, loss=0.0426, v_num=tage]
  1182. Validating: 100%|███████████████████████████████| 16/16 [00:44<00:00,  1.04s/it]
  1183. Final Computed Validation Metrics: {'val_loss': tensor(0.0676, device='cuda:0'), 'val_acc': tensor(0.9922, device='cuda:0'), 'step': 55}
  1184. Epoch 55: 100%|██████| 156/156 [10:32<00:00,  4.06s/it, loss=0.0426, v_num=tage]
  1185. Epoch 56:  90%|█████▍| 140/156 [09:47<01:07,  4.19s/it, loss=0.0415, v_num=tage]
  1186. Validating: 0it [00:00, ?it/s]
  1187. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1188. Epoch 56:  91%|█████▍| 142/156 [09:59<00:59,  4.22s/it, loss=0.0415, v_num=tage]
  1189. Epoch 56:  92%|█████▌| 143/156 [09:59<00:54,  4.19s/it, loss=0.0415, v_num=tage]
  1190. Epoch 56:  92%|█████▌| 144/156 [10:00<00:50,  4.17s/it, loss=0.0415, v_num=tage]
  1191. Epoch 56:  93%|█████▌| 145/156 [10:10<00:46,  4.21s/it, loss=0.0415, v_num=tage]
  1192. Epoch 56:  94%|█████▌| 146/156 [10:11<00:41,  4.19s/it, loss=0.0415, v_num=tage]
  1193. Epoch 56:  94%|█████▋| 147/156 [10:12<00:37,  4.16s/it, loss=0.0415, v_num=tage]
  1194. Epoch 56:  95%|█████▋| 148/156 [10:12<00:33,  4.14s/it, loss=0.0415, v_num=tage]
  1195. Epoch 56:  96%|█████▋| 149/156 [10:22<00:29,  4.18s/it, loss=0.0415, v_num=tage]
  1196. Epoch 56:  96%|█████▊| 150/156 [10:22<00:24,  4.15s/it, loss=0.0415, v_num=tage]
  1197. Epoch 56:  97%|█████▊| 151/156 [10:22<00:20,  4.12s/it, loss=0.0415, v_num=tage]
  1198. Epoch 56:  97%|█████▊| 152/156 [10:23<00:16,  4.10s/it, loss=0.0415, v_num=tage]
  1199. Epoch 56:  98%|█████▉| 153/156 [10:30<00:12,  4.12s/it, loss=0.0415, v_num=tage]
  1200. Epoch 56:  99%|█████▉| 154/156 [10:30<00:08,  4.10s/it, loss=0.0415, v_num=tage]
  1201. Epoch 56:  99%|█████▉| 155/156 [10:30<00:04,  4.07s/it, loss=0.0415, v_num=tage]
  1202. Epoch 56: 100%|██████| 156/156 [10:31<00:00,  4.05s/it, loss=0.0415, v_num=tage]
  1203. Validating: 100%|███████████████████████████████| 16/16 [00:44<00:00,  1.01it/s]
  1204. Final Computed Validation Metrics: {'val_loss': tensor(0.0680, device='cuda:0'), 'val_acc': tensor(0.9923, device='cuda:0'), 'step': 56}
  1205. Epoch 56: 100%|██████| 156/156 [10:31<00:00,  4.05s/it, loss=0.0415, v_num=tage]
  1206. Epoch 57:  90%|█████▍| 140/156 [09:49<01:07,  4.21s/it, loss=0.0411, v_num=tage]
  1207. Validating: 0it [00:00, ?it/s]
  1208. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1209. Epoch 57:  91%|█████▍| 142/156 [10:03<00:59,  4.25s/it, loss=0.0411, v_num=tage]
  1210. Epoch 57:  92%|█████▌| 143/156 [10:03<00:54,  4.22s/it, loss=0.0411, v_num=tage]
  1211. Epoch 57:  92%|█████▌| 144/156 [10:04<00:50,  4.19s/it, loss=0.0411, v_num=tage]
  1212. Epoch 57:  93%|█████▌| 145/156 [10:14<00:46,  4.24s/it, loss=0.0411, v_num=tage]
  1213. Epoch 57:  94%|█████▌| 146/156 [10:14<00:42,  4.21s/it, loss=0.0411, v_num=tage]
  1214. Epoch 57:  94%|█████▋| 147/156 [10:15<00:37,  4.19s/it, loss=0.0411, v_num=tage]
  1215. Epoch 57:  95%|█████▋| 148/156 [10:15<00:33,  4.16s/it, loss=0.0411, v_num=tage]
  1216. Epoch 57:  96%|█████▋| 149/156 [10:25<00:29,  4.20s/it, loss=0.0411, v_num=tage]
  1217. Epoch 57:  96%|█████▊| 150/156 [10:26<00:25,  4.17s/it, loss=0.0411, v_num=tage]
  1218. Epoch 57:  97%|█████▊| 151/156 [10:26<00:20,  4.15s/it, loss=0.0411, v_num=tage]
  1219. Epoch 57:  97%|█████▊| 152/156 [10:27<00:16,  4.13s/it, loss=0.0411, v_num=tage]
  1220. Epoch 57:  98%|█████▉| 153/156 [10:37<00:12,  4.17s/it, loss=0.0411, v_num=tage]
  1221. Epoch 57:  99%|█████▉| 154/156 [10:37<00:08,  4.14s/it, loss=0.0411, v_num=tage]
  1222. Epoch 57:  99%|█████▉| 155/156 [10:37<00:04,  4.12s/it, loss=0.0411, v_num=tage]
  1223. Epoch 57: 100%|██████| 156/156 [10:38<00:00,  4.09s/it, loss=0.0411, v_num=tage]
  1224. Validating: 100%|███████████████████████████████| 16/16 [00:48<00:00,  1.23s/it]
  1225. Final Computed Validation Metrics: {'val_loss': tensor(0.0681, device='cuda:0'), 'val_acc': tensor(0.9923, device='cuda:0'), 'step': 57}
  1226. Epoch 57: 100%|██████| 156/156 [10:38<00:00,  4.09s/it, loss=0.0411, v_num=tage]
  1227. Epoch 58:  90%|█████▍| 140/156 [09:42<01:06,  4.16s/it, loss=0.0417, v_num=tage]
  1228. Validating: 0it [00:00, ?it/s]
  1229. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1230. Epoch 58:  91%|█████▍| 142/156 [09:55<00:58,  4.19s/it, loss=0.0417, v_num=tage]
  1231. Epoch 58:  92%|█████▌| 143/156 [09:55<00:54,  4.17s/it, loss=0.0417, v_num=tage]
  1232. Epoch 58:  92%|█████▌| 144/156 [09:56<00:49,  4.14s/it, loss=0.0417, v_num=tage]
  1233. Epoch 58:  93%|█████▌| 145/156 [10:06<00:46,  4.19s/it, loss=0.0417, v_num=tage]
  1234. Epoch 58:  94%|█████▌| 146/156 [10:07<00:41,  4.16s/it, loss=0.0417, v_num=tage]
  1235. Epoch 58:  94%|█████▋| 147/156 [10:08<00:37,  4.14s/it, loss=0.0417, v_num=tage]
  1236. Epoch 58:  95%|█████▋| 148/156 [10:08<00:32,  4.11s/it, loss=0.0417, v_num=tage]
  1237. Epoch 58:  96%|█████▋| 149/156 [10:17<00:29,  4.14s/it, loss=0.0417, v_num=tage]
  1238. Epoch 58:  96%|█████▊| 150/156 [10:18<00:24,  4.12s/it, loss=0.0417, v_num=tage]
  1239. Epoch 58:  97%|█████▊| 151/156 [10:18<00:20,  4.10s/it, loss=0.0417, v_num=tage]
  1240. Epoch 58:  97%|█████▊| 152/156 [10:18<00:16,  4.07s/it, loss=0.0417, v_num=tage]
  1241. Epoch 58:  98%|█████▉| 153/156 [10:26<00:12,  4.10s/it, loss=0.0417, v_num=tage]
  1242. Epoch 58:  99%|█████▉| 154/156 [10:27<00:08,  4.07s/it, loss=0.0417, v_num=tage]
  1243. Epoch 58:  99%|█████▉| 155/156 [10:27<00:04,  4.05s/it, loss=0.0417, v_num=tage]
  1244. Epoch 58: 100%|██████| 156/156 [10:27<00:00,  4.03s/it, loss=0.0417, v_num=tage]
  1245. Validating: 100%|███████████████████████████████| 16/16 [00:45<00:00,  1.09s/it]
  1246. Final Computed Validation Metrics: {'val_loss': tensor(0.0677, device='cuda:0'), 'val_acc': tensor(0.9923, device='cuda:0'), 'step': 58}
  1247. Epoch 58: 100%|██████| 156/156 [10:28<00:00,  4.03s/it, loss=0.0417, v_num=tage]
  1248. Epoch 59:  90%|██████▎| 140/156 [09:50<01:07,  4.22s/it, loss=0.041, v_num=tage]
  1249. Validating: 0it [00:00, ?it/s]
  1250. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1251. Epoch 59:  91%|██████▎| 142/156 [10:02<00:59,  4.25s/it, loss=0.041, v_num=tage]
  1252. Epoch 59:  92%|██████▍| 143/156 [10:03<00:54,  4.22s/it, loss=0.041, v_num=tage]
  1253. Epoch 59:  92%|██████▍| 144/156 [10:03<00:50,  4.19s/it, loss=0.041, v_num=tage]
  1254. Epoch 59:  93%|██████▌| 145/156 [10:14<00:46,  4.24s/it, loss=0.041, v_num=tage]
  1255. Epoch 59:  94%|██████▌| 146/156 [10:15<00:42,  4.21s/it, loss=0.041, v_num=tage]
  1256. Epoch 59:  94%|██████▌| 147/156 [10:15<00:37,  4.19s/it, loss=0.041, v_num=tage]
  1257. Epoch 59:  95%|██████▋| 148/156 [10:16<00:33,  4.17s/it, loss=0.041, v_num=tage]
  1258. Epoch 59:  96%|██████▋| 149/156 [10:29<00:29,  4.22s/it, loss=0.041, v_num=tage]
  1259. Epoch 59:  96%|██████▋| 150/156 [10:30<00:25,  4.20s/it, loss=0.041, v_num=tage]
  1260. Epoch 59:  97%|██████▊| 151/156 [10:30<00:20,  4.18s/it, loss=0.041, v_num=tage]
  1261. Epoch 59:  97%|██████▊| 152/156 [10:31<00:16,  4.15s/it, loss=0.041, v_num=tage]
  1262. Epoch 59:  98%|██████▊| 153/156 [10:38<00:12,  4.17s/it, loss=0.041, v_num=tage]
  1263. Epoch 59:  99%|██████▉| 154/156 [10:38<00:08,  4.15s/it, loss=0.041, v_num=tage]
  1264. Epoch 59:  99%|██████▉| 155/156 [10:38<00:04,  4.12s/it, loss=0.041, v_num=tage]
  1265. Epoch 59: 100%|███████| 156/156 [10:38<00:00,  4.10s/it, loss=0.041, v_num=tage]
  1266. Validating: 100%|███████████████████████████████| 16/16 [00:48<00:00,  1.06s/it]
  1267. Final Computed Validation Metrics: {'val_loss': tensor(0.0678, device='cuda:0'), 'val_acc': tensor(0.9922, device='cuda:0'), 'step': 59}
  1268. Epoch 59: 100%|███████| 156/156 [10:39<00:00,  4.10s/it, loss=0.041, v_num=tage]
  1269. Epoch 60:  90%|█████▍| 140/156 [09:42<01:06,  4.16s/it, loss=0.0404, v_num=tage]
  1270. Validating: 0it [00:00, ?it/s]
  1271. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1272. Epoch 60:  91%|█████▍| 142/156 [09:54<00:58,  4.19s/it, loss=0.0404, v_num=tage]
  1273. Epoch 60:  92%|█████▌| 143/156 [09:54<00:54,  4.16s/it, loss=0.0404, v_num=tage]
  1274. Epoch 60:  92%|█████▌| 144/156 [09:55<00:49,  4.14s/it, loss=0.0404, v_num=tage]
  1275. Epoch 60:  93%|█████▌| 145/156 [10:04<00:45,  4.17s/it, loss=0.0404, v_num=tage]
  1276. Epoch 60:  94%|█████▌| 146/156 [10:05<00:41,  4.15s/it, loss=0.0404, v_num=tage]
  1277. Epoch 60:  94%|█████▋| 147/156 [10:05<00:37,  4.12s/it, loss=0.0404, v_num=tage]
  1278. Epoch 60:  95%|█████▋| 148/156 [10:06<00:32,  4.10s/it, loss=0.0404, v_num=tage]
  1279. Epoch 60:  96%|█████▋| 149/156 [10:15<00:28,  4.13s/it, loss=0.0404, v_num=tage]
  1280. Epoch 60:  96%|█████▊| 150/156 [10:17<00:24,  4.12s/it, loss=0.0404, v_num=tage]
  1281. Epoch 60:  97%|█████▊| 151/156 [10:18<00:20,  4.10s/it, loss=0.0404, v_num=tage]
  1282. Epoch 60:  97%|█████▊| 152/156 [10:19<00:16,  4.08s/it, loss=0.0404, v_num=tage]
  1283. Epoch 60:  98%|█████▉| 153/156 [10:25<00:12,  4.09s/it, loss=0.0404, v_num=tage]
  1284. Epoch 60:  99%|█████▉| 154/156 [10:26<00:08,  4.07s/it, loss=0.0404, v_num=tage]
  1285. Epoch 60:  99%|█████▉| 155/156 [10:26<00:04,  4.04s/it, loss=0.0404, v_num=tage]
  1286. Epoch 60: 100%|██████| 156/156 [10:26<00:00,  4.02s/it, loss=0.0404, v_num=tage]
  1287. Validating: 100%|███████████████████████████████| 16/16 [00:44<00:00,  1.05s/it]
  1288. Final Computed Validation Metrics: {'val_loss': tensor(0.0678, device='cuda:0'), 'val_acc': tensor(0.9923, device='cuda:0'), 'step': 60}
  1289. Epoch 60: 100%|██████| 156/156 [10:27<00:00,  4.02s/it, loss=0.0404, v_num=tage]
  1290. Epoch 61:  90%|█████▍| 140/156 [09:50<01:07,  4.22s/it, loss=0.0408, v_num=tage]
  1291. Validating: 0it [00:00, ?it/s]
  1292. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1293. Epoch 61:  91%|█████▍| 142/156 [10:02<00:59,  4.25s/it, loss=0.0408, v_num=tage]
  1294. Epoch 61:  92%|█████▌| 143/156 [10:03<00:54,  4.22s/it, loss=0.0408, v_num=tage]
  1295. Epoch 61:  92%|█████▌| 144/156 [10:03<00:50,  4.19s/it, loss=0.0408, v_num=tage]
  1296. Epoch 61:  93%|█████▌| 145/156 [10:14<00:46,  4.24s/it, loss=0.0408, v_num=tage]
  1297. Epoch 61:  94%|█████▌| 146/156 [10:15<00:42,  4.22s/it, loss=0.0408, v_num=tage]
  1298. Epoch 61:  94%|█████▋| 147/156 [10:15<00:37,  4.19s/it, loss=0.0408, v_num=tage]
  1299. Epoch 61:  95%|█████▋| 148/156 [10:16<00:33,  4.16s/it, loss=0.0408, v_num=tage]
  1300. Epoch 61:  96%|█████▋| 149/156 [10:29<00:29,  4.23s/it, loss=0.0408, v_num=tage]
  1301. Epoch 61:  96%|█████▊| 150/156 [10:30<00:25,  4.20s/it, loss=0.0408, v_num=tage]
  1302. Epoch 61:  97%|█████▊| 151/156 [10:30<00:20,  4.18s/it, loss=0.0408, v_num=tage]
  1303. Epoch 61:  97%|█████▊| 152/156 [10:31<00:16,  4.15s/it, loss=0.0408, v_num=tage]
  1304. Epoch 61:  98%|█████▉| 153/156 [10:38<00:12,  4.17s/it, loss=0.0408, v_num=tage]
  1305. Epoch 61:  99%|█████▉| 154/156 [10:38<00:08,  4.15s/it, loss=0.0408, v_num=tage]
  1306. Epoch 61:  99%|█████▉| 155/156 [10:38<00:04,  4.12s/it, loss=0.0408, v_num=tage]
  1307. Epoch 61: 100%|██████| 156/156 [10:38<00:00,  4.10s/it, loss=0.0408, v_num=tage]
  1308. Validating: 100%|███████████████████████████████| 16/16 [00:48<00:00,  1.06s/it]
  1309. Final Computed Validation Metrics: {'val_loss': tensor(0.0681, device='cuda:0'), 'val_acc': tensor(0.9923, device='cuda:0'), 'step': 61}
  1310. Epoch 61: 100%|██████| 156/156 [10:39<00:00,  4.10s/it, loss=0.0408, v_num=tage]
  1311. Epoch 62:  90%|█████▍| 140/156 [09:44<01:06,  4.18s/it, loss=0.0403, v_num=tage]
  1312. Validating: 0it [00:00, ?it/s]
  1313. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1314. Epoch 62:  91%|█████▍| 142/156 [09:56<00:58,  4.20s/it, loss=0.0403, v_num=tage]
  1315. Epoch 62:  92%|█████▌| 143/156 [09:57<00:54,  4.18s/it, loss=0.0403, v_num=tage]
  1316. Epoch 62:  92%|█████▌| 144/156 [09:57<00:49,  4.15s/it, loss=0.0403, v_num=tage]
  1317. Epoch 62:  93%|█████▌| 145/156 [10:08<00:46,  4.19s/it, loss=0.0403, v_num=tage]
  1318. Epoch 62:  94%|█████▌| 146/156 [10:08<00:41,  4.17s/it, loss=0.0403, v_num=tage]
  1319. Epoch 62:  94%|█████▋| 147/156 [10:08<00:37,  4.14s/it, loss=0.0403, v_num=tage]
  1320. Epoch 62:  95%|█████▋| 148/156 [10:09<00:32,  4.12s/it, loss=0.0403, v_num=tage]
  1321. Epoch 62:  96%|█████▋| 149/156 [10:19<00:29,  4.16s/it, loss=0.0403, v_num=tage]
  1322. Epoch 62:  96%|█████▊| 150/156 [10:20<00:24,  4.13s/it, loss=0.0403, v_num=tage]
  1323. Epoch 62:  97%|█████▊| 151/156 [10:20<00:20,  4.11s/it, loss=0.0403, v_num=tage]
  1324. Epoch 62:  97%|█████▊| 152/156 [10:20<00:16,  4.09s/it, loss=0.0403, v_num=tage]
  1325. Epoch 62:  98%|█████▉| 153/156 [10:28<00:12,  4.11s/it, loss=0.0403, v_num=tage]
  1326. Epoch 62:  99%|█████▉| 154/156 [10:28<00:08,  4.08s/it, loss=0.0403, v_num=tage]
  1327. Epoch 62:  99%|█████▉| 155/156 [10:28<00:04,  4.06s/it, loss=0.0403, v_num=tage]
  1328. Epoch 62: 100%|██████| 156/156 [10:29<00:00,  4.03s/it, loss=0.0403, v_num=tage]
  1329. Validating: 100%|███████████████████████████████| 16/16 [00:44<00:00,  1.03s/it]
  1330. Final Computed Validation Metrics: {'val_loss': tensor(0.0679, device='cuda:0'), 'val_acc': tensor(0.9923, device='cuda:0'), 'step': 62}
  1331. Epoch 62: 100%|██████| 156/156 [10:29<00:00,  4.03s/it, loss=0.0403, v_num=tage]
  1332. Epoch 63:  90%|█████▍| 140/156 [09:49<01:07,  4.21s/it, loss=0.0406, v_num=tage]
  1333. Validating: 0it [00:00, ?it/s]
  1334. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1335. Epoch 63:  91%|█████▍| 142/156 [10:02<00:59,  4.24s/it, loss=0.0406, v_num=tage]
  1336. Epoch 63:  92%|█████▌| 143/156 [10:03<00:54,  4.22s/it, loss=0.0406, v_num=tage]
  1337. Epoch 63:  92%|█████▌| 144/156 [10:03<00:50,  4.19s/it, loss=0.0406, v_num=tage]
  1338. Epoch 63:  93%|█████▌| 145/156 [10:13<00:46,  4.23s/it, loss=0.0406, v_num=tage]
  1339. Epoch 63:  94%|█████▌| 146/156 [10:14<00:42,  4.21s/it, loss=0.0406, v_num=tage]
  1340. Epoch 63:  94%|█████▋| 147/156 [10:14<00:37,  4.18s/it, loss=0.0406, v_num=tage]
  1341. Epoch 63:  95%|█████▋| 148/156 [10:15<00:33,  4.16s/it, loss=0.0406, v_num=tage]
  1342. Epoch 63:  96%|█████▋| 149/156 [10:27<00:29,  4.21s/it, loss=0.0406, v_num=tage]
  1343. Epoch 63:  96%|█████▊| 150/156 [10:28<00:25,  4.19s/it, loss=0.0406, v_num=tage]
  1344. Epoch 63:  97%|█████▊| 151/156 [10:29<00:20,  4.17s/it, loss=0.0406, v_num=tage]
  1345. Epoch 63:  97%|█████▊| 152/156 [10:30<00:16,  4.15s/it, loss=0.0406, v_num=tage]
  1346. Epoch 63:  98%|█████▉| 153/156 [10:37<00:12,  4.16s/it, loss=0.0406, v_num=tage]
  1347. Epoch 63:  99%|█████▉| 154/156 [10:37<00:08,  4.14s/it, loss=0.0406, v_num=tage]
  1348. Epoch 63:  99%|█████▉| 155/156 [10:38<00:04,  4.12s/it, loss=0.0406, v_num=tage]
  1349. Epoch 63: 100%|██████| 156/156 [10:38<00:00,  4.09s/it, loss=0.0406, v_num=tage]
  1350. Validating: 100%|███████████████████████████████| 16/16 [00:48<00:00,  1.13s/it]
  1351. Final Computed Validation Metrics: {'val_loss': tensor(0.0681, device='cuda:0'), 'val_acc': tensor(0.9923, device='cuda:0'), 'step': 63}
  1352. Epoch 63: 100%|██████| 156/156 [10:38<00:00,  4.09s/it, loss=0.0406, v_num=tage]
  1353. Epoch 64:  90%|█████▍| 140/156 [09:48<01:07,  4.20s/it, loss=0.0397, v_num=tage]
  1354. Validating: 0it [00:00, ?it/s]
  1355. Validating:   0%|                                        | 0/16 [00:00<?, ?it/s]
  1356. Epoch 64:  91%|█████▍| 142/156 [10:00<00:59,  4.23s/it, loss=0.0397, v_num=tage]
  1357. Epoch 64:  92%|█████▌| 143/156 [10:01<00:54,  4.20s/it, loss=0.0397, v_num=tage]
  1358. Epoch 64:  92%|█████▌| 144/156 [10:01<00:50,  4.18s/it, loss=0.0397, v_num=tage]
  1359. Epoch 64:  93%|█████▌| 145/156 [10:12<00:46,  4.22s/it, loss=0.0397, v_num=tage]
  1360. Epoch 64:  94%|█████▌| 146/156 [10:12<00:41,  4.20s/it, loss=0.0397, v_num=tage]
  1361. Epoch 64:  94%|█████▋| 147/156 [10:13<00:37,  4.17s/it, loss=0.0397, v_num=tage]
  1362. Epoch 64:  95%|█████▋| 148/156 [10:14<00:33,  4.15s/it, loss=0.0397, v_num=tage]
  1363. Epoch 64:  96%|█████▋| 149/156 [10:23<00:29,  4.19s/it, loss=0.0397, v_num=tage]
  1364. Epoch 64:  96%|█████▊| 150/156 [10:24<00:24,  4.16s/it, loss=0.0397, v_num=tage]
  1365. Epoch 64:  97%|█████▊| 151/156 [10:25<00:20,  4.14s/it, loss=0.0397, v_num=tage]
  1366. Epoch 64:  97%|█████▊| 152/156 [10:25<00:16,  4.12s/it, loss=0.0397, v_num=tage]
  1367. Epoch 64:  98%|█████▉| 153/156 [10:32<00:12,  4.13s/it, loss=0.0397, v_num=tage]
  1368. Epoch 64:  99%|█████▉| 154/156 [10:32<00:08,  4.11s/it, loss=0.0397, v_num=tage]
  1369. Epoch 64:  99%|█████▉| 155/156 [10:32<00:04,  4.08s/it, loss=0.0397, v_num=tage]
  1370. Epoch 64: 100%|██████| 156/156 [10:32<00:00,  4.06s/it, loss=0.0397, v_num=tage]
  1371. Validating: 100%|███████████████████████████████| 16/16 [00:44<00:00,  1.02it/s]
  1372. Final Computed Validation Metrics: {'val_loss': tensor(0.0680, device='cuda:0'), 'val_acc': tensor(0.9923, device='cuda:0'), 'step': 64}
  1373. Epoch 64: 100%|██████| 156/156 [10:33<00:00,  4.06s/it, loss=0.0397, v_num=tage]
  1374. Epoch 64: 100%|██████| 156/156 [10:33<00:00,  4.06s/it, loss=0.0397, v_num=tage]
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